{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing PulP solver\n",
    "from pulp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the demand points\n",
    "plant_locations=['Mina Salman','Larnaca Port','Port of Alexandria','Port of Bandar Abbas','Port of Umm Qasr','Port of Haifa','Port of Aqaba','Port of Shuwaikh','Port of Beirut','Port of Salalah','Port of Gaza','Port of Doha','Port of King Abdul Aziz','Port of Jeddah','Port of Latakia','Port of Mersin','Port of Jebel Ali','Port of Hodeidah']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Supply Points\n",
    "supply_points=['Port of Santos','Sihanoukville','Douala','Port of Shanghai','Puerto Quetzal','Port of Jawaharlal Nehru','Port of Tanjung Priok','Port of Abidjan','Port of Monrovia','Penang Port','Port of Manzanillo','Port of Yangon','Port of Lagos','Port of Manila','Port of  Colombo','Port of Bangkok','Port of Saigon']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Port of Santos',\n",
       " 'Sihanoukville',\n",
       " 'Douala',\n",
       " 'Port of Shanghai',\n",
       " 'Puerto Quetzal',\n",
       " 'Port of Jawaharlal Nehru',\n",
       " 'Port of Tanjung Priok',\n",
       " 'Port of Abidjan',\n",
       " 'Port of Monrovia',\n",
       " 'Penang Port',\n",
       " 'Port of Manzanillo',\n",
       " 'Port of Yangon',\n",
       " 'Port of Lagos',\n",
       " 'Port of Manila',\n",
       " 'Port of  Colombo',\n",
       " 'Port of Bangkok',\n",
       " 'Port of Saigon']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "supply_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the distances\n",
    "distance = dict(zip(supply_points, [dict(zip(plant_locations, [9662.00,6302,7529.00,9351.00,9933.00,7667.00,8005.00,9888.00,7626.00,8408.00,6360.00,9594.00,9716.00,8432.00,7553.00,7528.00,9407.00,8624.00])),\n",
    "dict(zip(plant_locations, [4867.00,6246,6351.00,4543.00,5125.00,6321.00,5897.00,5080.00,6371.00,4256.00,6126.00,4800.00,4908.00,5326.00,6536.00,6531.00,4613.00,4788.00])),\n",
    "dict(zip(plant_locations, [8271.00,5268,5873.00,7961.00,8542.00,6011.00,6349.00,8498.00,5969.00,7018.00,5413.00,8498.00,8325.00,6775.00,5897.00,9537.00,8017.00,7233.00])),\n",
    "dict(zip(plant_locations, [6882.00,7780,8365.00,6557.00,7139.00,8336.00,7912.00,7094.00,8385.00,6270.00,7660.00,6814.00,6922.00,7341.00,8550.00,8546.00,6627.00,6802.00])),\n",
    "dict(zip(plant_locations, [12209.00,8758,8682.00,11893.00,12480.00,8820.00,9158.00,12433.00,8779.00,10937.00,8500.00,12317.00,12259.00,9583.00,8706.00,8681.00,11949.00,10122.00])),\n",
    "dict(zip(plant_locations, [1589.00,3363,3540.00,1265.00,1847.00,3510.00,3086.00,1802.00,3560.00,1143.00,3243.00,1522.00,1630.00,2515.00,3725.00,3720.00,1335.00,1977.00])),\n",
    "dict(zip(plant_locations, [4660.00,5934,6030.00,4336.00,4917.00,6000.00,5576.00,4873.00,6049.00,4050.00,5814.00,4592.00,4700.00,5005.00,6215.00,6210.00,4405.00,4466.00])),\n",
    "dict(zip(plant_locations, [8823.00,4536,5073.00,8512.00,9093.00,5211.00,5549.00,9049.00,5050.00,7569.00,4594.00,9049.00,8877.00,5975.00,5097.00,5072.00,8568.00,6514.00])),\n",
    "dict(zip(plant_locations, [8206.00,4081,4678.00,7895.00,8477.00,4816.00,5154.00,8432.00,4774.00,6952.00,4138.00,8432.00,8259.00,5580.00,4702.00,4677.00,7951.00,6119.00])),\n",
    "dict(zip(plant_locations, [3856.00,5369,5340.00,3532.00,4113.00,5310.00,4886.00,4069.00,5359.00,3245.00,5210.00,3788.00,3896.00,4315.00,5525.00,5520.00,3601.00,3777.00])),\n",
    "dict(zip(plant_locations, [13061.00,8018,9534.00,12745.00,13332.00,9673.00,10011.00,13286.00,9631.00,11791.00,8088.00,12977.00,13099.00,10419.00,9541.00,9516.00,12790.00,10974.00])),\n",
    "dict(zip(plant_locations, [3942.00,5335,5464.00,3618.00,4199.00,5434.00,5010.00,4155.00,5483.00,3331.00,5215.20,4155.00,3982.00,4439.00,5649.00,5644.00,3687.00,3900.00])),\n",
    "dict(zip(plant_locations, [8570.00,4994,5524.00,8260.00,8841.00,5662.00,6000.00,8797.00,5620.00,7317.00,5052.00,8797.00,8624.00,6426.00,5548.00,5523.00,8316.00,6965.00])),\n",
    "dict(zip(plant_locations, [5794.00,6954,7278.00,5470.00,6051.00,7248.00,6824.00,6007.00,7297.00,5182.00,6834.00,6007.00,5834.00,6253.00,7462.00,7458.00,5539.00,5714.00])),\n",
    "dict(zip(plant_locations, [2531.00,4111,4039.00,2207.00,2788.00,4010.00,3586.00,2744.00,4059.00,1920.00,3991.00,2464.00,2572.00,3015.00,4224.00,4220.00,2276.00,2476.00])),\n",
    "dict(zip(plant_locations, [5102.00,6461,6585.00,4778.00,5359.00,6556.00,6132.00,5315.00,6605.00,4490.00,6341.00,5034.00,5142.00,5561.00,6770.00,6766.00,4847.00,5022.00])),\n",
    "dict(zip(plant_locations, [4964.00,6503,6448.00,4640.00,5221.00,6418.00,5994.00,5177.00,6467.00,4353.00,6368.00,4896.00,5004.00,5423.00,6633.00,6628.00,4709.00,4884.00]))]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Santos': {'Mina Salman': 9662.0,\n",
       "  'Larnaca Port': 6302,\n",
       "  'Port of Alexandria': 7529.0,\n",
       "  'Port of Bandar Abbas': 9351.0,\n",
       "  'Port of Umm Qasr': 9933.0,\n",
       "  'Port of Haifa': 7667.0,\n",
       "  'Port of Aqaba': 8005.0,\n",
       "  'Port of Shuwaikh': 9888.0,\n",
       "  'Port of Beirut': 7626.0,\n",
       "  'Port of Salalah': 8408.0,\n",
       "  'Port of Gaza': 6360.0,\n",
       "  'Port of Doha': 9594.0,\n",
       "  'Port of King Abdul Aziz': 9716.0,\n",
       "  'Port of Jeddah': 8432.0,\n",
       "  'Port of Latakia': 7553.0,\n",
       "  'Port of Mersin': 7528.0,\n",
       "  'Port of Jebel Ali': 9407.0,\n",
       "  'Port of Hodeidah': 8624.0},\n",
       " 'Sihanoukville': {'Mina Salman': 4867.0,\n",
       "  'Larnaca Port': 6246,\n",
       "  'Port of Alexandria': 6351.0,\n",
       "  'Port of Bandar Abbas': 4543.0,\n",
       "  'Port of Umm Qasr': 5125.0,\n",
       "  'Port of Haifa': 6321.0,\n",
       "  'Port of Aqaba': 5897.0,\n",
       "  'Port of Shuwaikh': 5080.0,\n",
       "  'Port of Beirut': 6371.0,\n",
       "  'Port of Salalah': 4256.0,\n",
       "  'Port of Gaza': 6126.0,\n",
       "  'Port of Doha': 4800.0,\n",
       "  'Port of King Abdul Aziz': 4908.0,\n",
       "  'Port of Jeddah': 5326.0,\n",
       "  'Port of Latakia': 6536.0,\n",
       "  'Port of Mersin': 6531.0,\n",
       "  'Port of Jebel Ali': 4613.0,\n",
       "  'Port of Hodeidah': 4788.0},\n",
       " 'Douala': {'Mina Salman': 8271.0,\n",
       "  'Larnaca Port': 5268,\n",
       "  'Port of Alexandria': 5873.0,\n",
       "  'Port of Bandar Abbas': 7961.0,\n",
       "  'Port of Umm Qasr': 8542.0,\n",
       "  'Port of Haifa': 6011.0,\n",
       "  'Port of Aqaba': 6349.0,\n",
       "  'Port of Shuwaikh': 8498.0,\n",
       "  'Port of Beirut': 5969.0,\n",
       "  'Port of Salalah': 7018.0,\n",
       "  'Port of Gaza': 5413.0,\n",
       "  'Port of Doha': 8498.0,\n",
       "  'Port of King Abdul Aziz': 8325.0,\n",
       "  'Port of Jeddah': 6775.0,\n",
       "  'Port of Latakia': 5897.0,\n",
       "  'Port of Mersin': 9537.0,\n",
       "  'Port of Jebel Ali': 8017.0,\n",
       "  'Port of Hodeidah': 7233.0},\n",
       " 'Port of Shanghai': {'Mina Salman': 6882.0,\n",
       "  'Larnaca Port': 7780,\n",
       "  'Port of Alexandria': 8365.0,\n",
       "  'Port of Bandar Abbas': 6557.0,\n",
       "  'Port of Umm Qasr': 7139.0,\n",
       "  'Port of Haifa': 8336.0,\n",
       "  'Port of Aqaba': 7912.0,\n",
       "  'Port of Shuwaikh': 7094.0,\n",
       "  'Port of Beirut': 8385.0,\n",
       "  'Port of Salalah': 6270.0,\n",
       "  'Port of Gaza': 7660.0,\n",
       "  'Port of Doha': 6814.0,\n",
       "  'Port of King Abdul Aziz': 6922.0,\n",
       "  'Port of Jeddah': 7341.0,\n",
       "  'Port of Latakia': 8550.0,\n",
       "  'Port of Mersin': 8546.0,\n",
       "  'Port of Jebel Ali': 6627.0,\n",
       "  'Port of Hodeidah': 6802.0},\n",
       " 'Puerto Quetzal': {'Mina Salman': 12209.0,\n",
       "  'Larnaca Port': 8758,\n",
       "  'Port of Alexandria': 8682.0,\n",
       "  'Port of Bandar Abbas': 11893.0,\n",
       "  'Port of Umm Qasr': 12480.0,\n",
       "  'Port of Haifa': 8820.0,\n",
       "  'Port of Aqaba': 9158.0,\n",
       "  'Port of Shuwaikh': 12433.0,\n",
       "  'Port of Beirut': 8779.0,\n",
       "  'Port of Salalah': 10937.0,\n",
       "  'Port of Gaza': 8500.0,\n",
       "  'Port of Doha': 12317.0,\n",
       "  'Port of King Abdul Aziz': 12259.0,\n",
       "  'Port of Jeddah': 9583.0,\n",
       "  'Port of Latakia': 8706.0,\n",
       "  'Port of Mersin': 8681.0,\n",
       "  'Port of Jebel Ali': 11949.0,\n",
       "  'Port of Hodeidah': 10122.0},\n",
       " 'Port of Jawaharlal Nehru': {'Mina Salman': 1589.0,\n",
       "  'Larnaca Port': 3363,\n",
       "  'Port of Alexandria': 3540.0,\n",
       "  'Port of Bandar Abbas': 1265.0,\n",
       "  'Port of Umm Qasr': 1847.0,\n",
       "  'Port of Haifa': 3510.0,\n",
       "  'Port of Aqaba': 3086.0,\n",
       "  'Port of Shuwaikh': 1802.0,\n",
       "  'Port of Beirut': 3560.0,\n",
       "  'Port of Salalah': 1143.0,\n",
       "  'Port of Gaza': 3243.0,\n",
       "  'Port of Doha': 1522.0,\n",
       "  'Port of King Abdul Aziz': 1630.0,\n",
       "  'Port of Jeddah': 2515.0,\n",
       "  'Port of Latakia': 3725.0,\n",
       "  'Port of Mersin': 3720.0,\n",
       "  'Port of Jebel Ali': 1335.0,\n",
       "  'Port of Hodeidah': 1977.0},\n",
       " 'Port of Tanjung Priok': {'Mina Salman': 4660.0,\n",
       "  'Larnaca Port': 5934,\n",
       "  'Port of Alexandria': 6030.0,\n",
       "  'Port of Bandar Abbas': 4336.0,\n",
       "  'Port of Umm Qasr': 4917.0,\n",
       "  'Port of Haifa': 6000.0,\n",
       "  'Port of Aqaba': 5576.0,\n",
       "  'Port of Shuwaikh': 4873.0,\n",
       "  'Port of Beirut': 6049.0,\n",
       "  'Port of Salalah': 4050.0,\n",
       "  'Port of Gaza': 5814.0,\n",
       "  'Port of Doha': 4592.0,\n",
       "  'Port of King Abdul Aziz': 4700.0,\n",
       "  'Port of Jeddah': 5005.0,\n",
       "  'Port of Latakia': 6215.0,\n",
       "  'Port of Mersin': 6210.0,\n",
       "  'Port of Jebel Ali': 4405.0,\n",
       "  'Port of Hodeidah': 4466.0},\n",
       " 'Port of Abidjan': {'Mina Salman': 8823.0,\n",
       "  'Larnaca Port': 4536,\n",
       "  'Port of Alexandria': 5073.0,\n",
       "  'Port of Bandar Abbas': 8512.0,\n",
       "  'Port of Umm Qasr': 9093.0,\n",
       "  'Port of Haifa': 5211.0,\n",
       "  'Port of Aqaba': 5549.0,\n",
       "  'Port of Shuwaikh': 9049.0,\n",
       "  'Port of Beirut': 5050.0,\n",
       "  'Port of Salalah': 7569.0,\n",
       "  'Port of Gaza': 4594.0,\n",
       "  'Port of Doha': 9049.0,\n",
       "  'Port of King Abdul Aziz': 8877.0,\n",
       "  'Port of Jeddah': 5975.0,\n",
       "  'Port of Latakia': 5097.0,\n",
       "  'Port of Mersin': 5072.0,\n",
       "  'Port of Jebel Ali': 8568.0,\n",
       "  'Port of Hodeidah': 6514.0},\n",
       " 'Port of Monrovia': {'Mina Salman': 8206.0,\n",
       "  'Larnaca Port': 4081,\n",
       "  'Port of Alexandria': 4678.0,\n",
       "  'Port of Bandar Abbas': 7895.0,\n",
       "  'Port of Umm Qasr': 8477.0,\n",
       "  'Port of Haifa': 4816.0,\n",
       "  'Port of Aqaba': 5154.0,\n",
       "  'Port of Shuwaikh': 8432.0,\n",
       "  'Port of Beirut': 4774.0,\n",
       "  'Port of Salalah': 6952.0,\n",
       "  'Port of Gaza': 4138.0,\n",
       "  'Port of Doha': 8432.0,\n",
       "  'Port of King Abdul Aziz': 8259.0,\n",
       "  'Port of Jeddah': 5580.0,\n",
       "  'Port of Latakia': 4702.0,\n",
       "  'Port of Mersin': 4677.0,\n",
       "  'Port of Jebel Ali': 7951.0,\n",
       "  'Port of Hodeidah': 6119.0},\n",
       " 'Penang Port': {'Mina Salman': 3856.0,\n",
       "  'Larnaca Port': 5369,\n",
       "  'Port of Alexandria': 5340.0,\n",
       "  'Port of Bandar Abbas': 3532.0,\n",
       "  'Port of Umm Qasr': 4113.0,\n",
       "  'Port of Haifa': 5310.0,\n",
       "  'Port of Aqaba': 4886.0,\n",
       "  'Port of Shuwaikh': 4069.0,\n",
       "  'Port of Beirut': 5359.0,\n",
       "  'Port of Salalah': 3245.0,\n",
       "  'Port of Gaza': 5210.0,\n",
       "  'Port of Doha': 3788.0,\n",
       "  'Port of King Abdul Aziz': 3896.0,\n",
       "  'Port of Jeddah': 4315.0,\n",
       "  'Port of Latakia': 5525.0,\n",
       "  'Port of Mersin': 5520.0,\n",
       "  'Port of Jebel Ali': 3601.0,\n",
       "  'Port of Hodeidah': 3777.0},\n",
       " 'Port of Manzanillo': {'Mina Salman': 13061.0,\n",
       "  'Larnaca Port': 8018,\n",
       "  'Port of Alexandria': 9534.0,\n",
       "  'Port of Bandar Abbas': 12745.0,\n",
       "  'Port of Umm Qasr': 13332.0,\n",
       "  'Port of Haifa': 9673.0,\n",
       "  'Port of Aqaba': 10011.0,\n",
       "  'Port of Shuwaikh': 13286.0,\n",
       "  'Port of Beirut': 9631.0,\n",
       "  'Port of Salalah': 11791.0,\n",
       "  'Port of Gaza': 8088.0,\n",
       "  'Port of Doha': 12977.0,\n",
       "  'Port of King Abdul Aziz': 13099.0,\n",
       "  'Port of Jeddah': 10419.0,\n",
       "  'Port of Latakia': 9541.0,\n",
       "  'Port of Mersin': 9516.0,\n",
       "  'Port of Jebel Ali': 12790.0,\n",
       "  'Port of Hodeidah': 10974.0},\n",
       " 'Port of Yangon': {'Mina Salman': 3942.0,\n",
       "  'Larnaca Port': 5335,\n",
       "  'Port of Alexandria': 5464.0,\n",
       "  'Port of Bandar Abbas': 3618.0,\n",
       "  'Port of Umm Qasr': 4199.0,\n",
       "  'Port of Haifa': 5434.0,\n",
       "  'Port of Aqaba': 5010.0,\n",
       "  'Port of Shuwaikh': 4155.0,\n",
       "  'Port of Beirut': 5483.0,\n",
       "  'Port of Salalah': 3331.0,\n",
       "  'Port of Gaza': 5215.2,\n",
       "  'Port of Doha': 4155.0,\n",
       "  'Port of King Abdul Aziz': 3982.0,\n",
       "  'Port of Jeddah': 4439.0,\n",
       "  'Port of Latakia': 5649.0,\n",
       "  'Port of Mersin': 5644.0,\n",
       "  'Port of Jebel Ali': 3687.0,\n",
       "  'Port of Hodeidah': 3900.0},\n",
       " 'Port of Lagos': {'Mina Salman': 8570.0,\n",
       "  'Larnaca Port': 4994,\n",
       "  'Port of Alexandria': 5524.0,\n",
       "  'Port of Bandar Abbas': 8260.0,\n",
       "  'Port of Umm Qasr': 8841.0,\n",
       "  'Port of Haifa': 5662.0,\n",
       "  'Port of Aqaba': 6000.0,\n",
       "  'Port of Shuwaikh': 8797.0,\n",
       "  'Port of Beirut': 5620.0,\n",
       "  'Port of Salalah': 7317.0,\n",
       "  'Port of Gaza': 5052.0,\n",
       "  'Port of Doha': 8797.0,\n",
       "  'Port of King Abdul Aziz': 8624.0,\n",
       "  'Port of Jeddah': 6426.0,\n",
       "  'Port of Latakia': 5548.0,\n",
       "  'Port of Mersin': 5523.0,\n",
       "  'Port of Jebel Ali': 8316.0,\n",
       "  'Port of Hodeidah': 6965.0},\n",
       " 'Port of Manila': {'Mina Salman': 5794.0,\n",
       "  'Larnaca Port': 6954,\n",
       "  'Port of Alexandria': 7278.0,\n",
       "  'Port of Bandar Abbas': 5470.0,\n",
       "  'Port of Umm Qasr': 6051.0,\n",
       "  'Port of Haifa': 7248.0,\n",
       "  'Port of Aqaba': 6824.0,\n",
       "  'Port of Shuwaikh': 6007.0,\n",
       "  'Port of Beirut': 7297.0,\n",
       "  'Port of Salalah': 5182.0,\n",
       "  'Port of Gaza': 6834.0,\n",
       "  'Port of Doha': 6007.0,\n",
       "  'Port of King Abdul Aziz': 5834.0,\n",
       "  'Port of Jeddah': 6253.0,\n",
       "  'Port of Latakia': 7462.0,\n",
       "  'Port of Mersin': 7458.0,\n",
       "  'Port of Jebel Ali': 5539.0,\n",
       "  'Port of Hodeidah': 5714.0},\n",
       " 'Port of  Colombo': {'Mina Salman': 2531.0,\n",
       "  'Larnaca Port': 4111,\n",
       "  'Port of Alexandria': 4039.0,\n",
       "  'Port of Bandar Abbas': 2207.0,\n",
       "  'Port of Umm Qasr': 2788.0,\n",
       "  'Port of Haifa': 4010.0,\n",
       "  'Port of Aqaba': 3586.0,\n",
       "  'Port of Shuwaikh': 2744.0,\n",
       "  'Port of Beirut': 4059.0,\n",
       "  'Port of Salalah': 1920.0,\n",
       "  'Port of Gaza': 3991.0,\n",
       "  'Port of Doha': 2464.0,\n",
       "  'Port of King Abdul Aziz': 2572.0,\n",
       "  'Port of Jeddah': 3015.0,\n",
       "  'Port of Latakia': 4224.0,\n",
       "  'Port of Mersin': 4220.0,\n",
       "  'Port of Jebel Ali': 2276.0,\n",
       "  'Port of Hodeidah': 2476.0},\n",
       " 'Port of Bangkok': {'Mina Salman': 5102.0,\n",
       "  'Larnaca Port': 6461,\n",
       "  'Port of Alexandria': 6585.0,\n",
       "  'Port of Bandar Abbas': 4778.0,\n",
       "  'Port of Umm Qasr': 5359.0,\n",
       "  'Port of Haifa': 6556.0,\n",
       "  'Port of Aqaba': 6132.0,\n",
       "  'Port of Shuwaikh': 5315.0,\n",
       "  'Port of Beirut': 6605.0,\n",
       "  'Port of Salalah': 4490.0,\n",
       "  'Port of Gaza': 6341.0,\n",
       "  'Port of Doha': 5034.0,\n",
       "  'Port of King Abdul Aziz': 5142.0,\n",
       "  'Port of Jeddah': 5561.0,\n",
       "  'Port of Latakia': 6770.0,\n",
       "  'Port of Mersin': 6766.0,\n",
       "  'Port of Jebel Ali': 4847.0,\n",
       "  'Port of Hodeidah': 5022.0},\n",
       " 'Port of Saigon': {'Mina Salman': 4964.0,\n",
       "  'Larnaca Port': 6503,\n",
       "  'Port of Alexandria': 6448.0,\n",
       "  'Port of Bandar Abbas': 4640.0,\n",
       "  'Port of Umm Qasr': 5221.0,\n",
       "  'Port of Haifa': 6418.0,\n",
       "  'Port of Aqaba': 5994.0,\n",
       "  'Port of Shuwaikh': 5177.0,\n",
       "  'Port of Beirut': 6467.0,\n",
       "  'Port of Salalah': 4353.0,\n",
       "  'Port of Gaza': 6368.0,\n",
       "  'Port of Doha': 4896.0,\n",
       "  'Port of King Abdul Aziz': 5004.0,\n",
       "  'Port of Jeddah': 5423.0,\n",
       "  'Port of Latakia': 6633.0,\n",
       "  'Port of Mersin': 6628.0,\n",
       "  'Port of Jebel Ali': 4709.0,\n",
       "  'Port of Hodeidah': 4884.0}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Rubber Demand\n",
    "rubber_demand=dict(zip(plant_locations, [3175604.427,1212702.577,13196038.8,9055154.837,12992811.2,13144959.2,6451820.854,7980350.675,2991395.587,9011142.486,681476.5144,3326651.258,15310364.13,15310364.13,1813612.307,8008468.389,29640988.61,966552.7839]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Mina Salman': 3175604.427,\n",
       " 'Larnaca Port': 1212702.577,\n",
       " 'Port of Alexandria': 13196038.8,\n",
       " 'Port of Bandar Abbas': 9055154.837,\n",
       " 'Port of Umm Qasr': 12992811.2,\n",
       " 'Port of Haifa': 13144959.2,\n",
       " 'Port of Aqaba': 6451820.854,\n",
       " 'Port of Shuwaikh': 7980350.675,\n",
       " 'Port of Beirut': 2991395.587,\n",
       " 'Port of Salalah': 9011142.486,\n",
       " 'Port of Gaza': 681476.5144,\n",
       " 'Port of Doha': 3326651.258,\n",
       " 'Port of King Abdul Aziz': 15310364.13,\n",
       " 'Port of Jeddah': 15310364.13,\n",
       " 'Port of Latakia': 1813612.307,\n",
       " 'Port of Mersin': 8008468.389,\n",
       " 'Port of Jebel Ali': 29640988.61,\n",
       " 'Port of Hodeidah': 966552.7839}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rubber_demand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Inputing the Rubber Supply\n",
    "rubber_supply=dict(zip(supply_points, [1258648.3900,8234049.7510,217343.9060,8784079.7960,3935392.5450,6522791.1570,34239646.0300,3411326.1430,603911.1280,5312726.1900,330881.7674,1946363.3380,1386711.0420,2541650.1950,741564.4317,49185954.9800,25617418.0800])) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Santos': 1258648.39,\n",
       " 'Sihanoukville': 8234049.751,\n",
       " 'Douala': 217343.906,\n",
       " 'Port of Shanghai': 8784079.796,\n",
       " 'Puerto Quetzal': 3935392.545,\n",
       " 'Port of Jawaharlal Nehru': 6522791.157,\n",
       " 'Port of Tanjung Priok': 34239646.03,\n",
       " 'Port of Abidjan': 3411326.143,\n",
       " 'Port of Monrovia': 603911.128,\n",
       " 'Penang Port': 5312726.19,\n",
       " 'Port of Manzanillo': 330881.7674,\n",
       " 'Port of Yangon': 1946363.338,\n",
       " 'Port of Lagos': 1386711.042,\n",
       " 'Port of Manila': 2541650.195,\n",
       " 'Port of  Colombo': 741564.4317,\n",
       " 'Port of Bangkok': 49185954.98,\n",
       " 'Port of Saigon': 25617418.08}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rubber_supply"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set Problem Variables\n",
    "prob = LpProblem(\"Transportation\", LpMinimize)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "None\n",
       "VARIABLES"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set Problem Variables\n",
    "routes = [(i,j) for i in supply_points for j in plant_locations]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Port of Santos', 'Mina Salman'),\n",
       " ('Port of Santos', 'Larnaca Port'),\n",
       " ('Port of Santos', 'Port of Alexandria'),\n",
       " ('Port of Santos', 'Port of Bandar Abbas'),\n",
       " ('Port of Santos', 'Port of Umm Qasr'),\n",
       " ('Port of Santos', 'Port of Haifa'),\n",
       " ('Port of Santos', 'Port of Aqaba'),\n",
       " ('Port of Santos', 'Port of Shuwaikh'),\n",
       " ('Port of Santos', 'Port of Beirut'),\n",
       " ('Port of Santos', 'Port of Salalah'),\n",
       " ('Port of Santos', 'Port of Gaza'),\n",
       " ('Port of Santos', 'Port of Doha'),\n",
       " ('Port of Santos', 'Port of King Abdul Aziz'),\n",
       " ('Port of Santos', 'Port of Jeddah'),\n",
       " ('Port of Santos', 'Port of Latakia'),\n",
       " ('Port of Santos', 'Port of Mersin'),\n",
       " ('Port of Santos', 'Port of Jebel Ali'),\n",
       " ('Port of Santos', 'Port of Hodeidah'),\n",
       " ('Sihanoukville', 'Mina Salman'),\n",
       " ('Sihanoukville', 'Larnaca Port'),\n",
       " ('Sihanoukville', 'Port of Alexandria'),\n",
       " ('Sihanoukville', 'Port of Bandar Abbas'),\n",
       " ('Sihanoukville', 'Port of Umm Qasr'),\n",
       " ('Sihanoukville', 'Port of Haifa'),\n",
       " ('Sihanoukville', 'Port of Aqaba'),\n",
       " ('Sihanoukville', 'Port of Shuwaikh'),\n",
       " ('Sihanoukville', 'Port of Beirut'),\n",
       " ('Sihanoukville', 'Port of Salalah'),\n",
       " ('Sihanoukville', 'Port of Gaza'),\n",
       " ('Sihanoukville', 'Port of Doha'),\n",
       " ('Sihanoukville', 'Port of King Abdul Aziz'),\n",
       " ('Sihanoukville', 'Port of Jeddah'),\n",
       " ('Sihanoukville', 'Port of Latakia'),\n",
       " ('Sihanoukville', 'Port of Mersin'),\n",
       " ('Sihanoukville', 'Port of Jebel Ali'),\n",
       " ('Sihanoukville', 'Port of Hodeidah'),\n",
       " ('Douala', 'Mina Salman'),\n",
       " ('Douala', 'Larnaca Port'),\n",
       " ('Douala', 'Port of Alexandria'),\n",
       " ('Douala', 'Port of Bandar Abbas'),\n",
       " ('Douala', 'Port of Umm Qasr'),\n",
       " ('Douala', 'Port of Haifa'),\n",
       " ('Douala', 'Port of Aqaba'),\n",
       " ('Douala', 'Port of Shuwaikh'),\n",
       " ('Douala', 'Port of Beirut'),\n",
       " ('Douala', 'Port of Salalah'),\n",
       " ('Douala', 'Port of Gaza'),\n",
       " ('Douala', 'Port of Doha'),\n",
       " ('Douala', 'Port of King Abdul Aziz'),\n",
       " ('Douala', 'Port of Jeddah'),\n",
       " ('Douala', 'Port of Latakia'),\n",
       " ('Douala', 'Port of Mersin'),\n",
       " ('Douala', 'Port of Jebel Ali'),\n",
       " ('Douala', 'Port of Hodeidah'),\n",
       " ('Port of Shanghai', 'Mina Salman'),\n",
       " ('Port of Shanghai', 'Larnaca Port'),\n",
       " ('Port of Shanghai', 'Port of Alexandria'),\n",
       " ('Port of Shanghai', 'Port of Bandar Abbas'),\n",
       " ('Port of Shanghai', 'Port of Umm Qasr'),\n",
       " ('Port of Shanghai', 'Port of Haifa'),\n",
       " ('Port of Shanghai', 'Port of Aqaba'),\n",
       " ('Port of Shanghai', 'Port of Shuwaikh'),\n",
       " ('Port of Shanghai', 'Port of Beirut'),\n",
       " ('Port of Shanghai', 'Port of Salalah'),\n",
       " ('Port of Shanghai', 'Port of Gaza'),\n",
       " ('Port of Shanghai', 'Port of Doha'),\n",
       " ('Port of Shanghai', 'Port of King Abdul Aziz'),\n",
       " ('Port of Shanghai', 'Port of Jeddah'),\n",
       " ('Port of Shanghai', 'Port of Latakia'),\n",
       " ('Port of Shanghai', 'Port of Mersin'),\n",
       " ('Port of Shanghai', 'Port of Jebel Ali'),\n",
       " ('Port of Shanghai', 'Port of Hodeidah'),\n",
       " ('Puerto Quetzal', 'Mina Salman'),\n",
       " ('Puerto Quetzal', 'Larnaca Port'),\n",
       " ('Puerto Quetzal', 'Port of Alexandria'),\n",
       " ('Puerto Quetzal', 'Port of Bandar Abbas'),\n",
       " ('Puerto Quetzal', 'Port of Umm Qasr'),\n",
       " ('Puerto Quetzal', 'Port of Haifa'),\n",
       " ('Puerto Quetzal', 'Port of Aqaba'),\n",
       " ('Puerto Quetzal', 'Port of Shuwaikh'),\n",
       " ('Puerto Quetzal', 'Port of Beirut'),\n",
       " ('Puerto Quetzal', 'Port of Salalah'),\n",
       " ('Puerto Quetzal', 'Port of Gaza'),\n",
       " ('Puerto Quetzal', 'Port of Doha'),\n",
       " ('Puerto Quetzal', 'Port of King Abdul Aziz'),\n",
       " ('Puerto Quetzal', 'Port of Jeddah'),\n",
       " ('Puerto Quetzal', 'Port of Latakia'),\n",
       " ('Puerto Quetzal', 'Port of Mersin'),\n",
       " ('Puerto Quetzal', 'Port of Jebel Ali'),\n",
       " ('Puerto Quetzal', 'Port of Hodeidah'),\n",
       " ('Port of Jawaharlal Nehru', 'Mina Salman'),\n",
       " ('Port of Jawaharlal Nehru', 'Larnaca Port'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Alexandria'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Bandar Abbas'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Umm Qasr'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Haifa'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Aqaba'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Shuwaikh'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Beirut'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Salalah'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Gaza'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Doha'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of King Abdul Aziz'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Jeddah'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Latakia'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Mersin'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Jebel Ali'),\n",
       " ('Port of Jawaharlal Nehru', 'Port of Hodeidah'),\n",
       " ('Port of Tanjung Priok', 'Mina Salman'),\n",
       " ('Port of Tanjung Priok', 'Larnaca Port'),\n",
       " ('Port of Tanjung Priok', 'Port of Alexandria'),\n",
       " ('Port of Tanjung Priok', 'Port of Bandar Abbas'),\n",
       " ('Port of Tanjung Priok', 'Port of Umm Qasr'),\n",
       " ('Port of Tanjung Priok', 'Port of Haifa'),\n",
       " ('Port of Tanjung Priok', 'Port of Aqaba'),\n",
       " ('Port of Tanjung Priok', 'Port of Shuwaikh'),\n",
       " ('Port of Tanjung Priok', 'Port of Beirut'),\n",
       " ('Port of Tanjung Priok', 'Port of Salalah'),\n",
       " ('Port of Tanjung Priok', 'Port of Gaza'),\n",
       " ('Port of Tanjung Priok', 'Port of Doha'),\n",
       " ('Port of Tanjung Priok', 'Port of King Abdul Aziz'),\n",
       " ('Port of Tanjung Priok', 'Port of Jeddah'),\n",
       " ('Port of Tanjung Priok', 'Port of Latakia'),\n",
       " ('Port of Tanjung Priok', 'Port of Mersin'),\n",
       " ('Port of Tanjung Priok', 'Port of Jebel Ali'),\n",
       " ('Port of Tanjung Priok', 'Port of Hodeidah'),\n",
       " ('Port of Abidjan', 'Mina Salman'),\n",
       " ('Port of Abidjan', 'Larnaca Port'),\n",
       " ('Port of Abidjan', 'Port of Alexandria'),\n",
       " ('Port of Abidjan', 'Port of Bandar Abbas'),\n",
       " ('Port of Abidjan', 'Port of Umm Qasr'),\n",
       " ('Port of Abidjan', 'Port of Haifa'),\n",
       " ('Port of Abidjan', 'Port of Aqaba'),\n",
       " ('Port of Abidjan', 'Port of Shuwaikh'),\n",
       " ('Port of Abidjan', 'Port of Beirut'),\n",
       " ('Port of Abidjan', 'Port of Salalah'),\n",
       " ('Port of Abidjan', 'Port of Gaza'),\n",
       " ('Port of Abidjan', 'Port of Doha'),\n",
       " ('Port of Abidjan', 'Port of King Abdul Aziz'),\n",
       " ('Port of Abidjan', 'Port of Jeddah'),\n",
       " ('Port of Abidjan', 'Port of Latakia'),\n",
       " ('Port of Abidjan', 'Port of Mersin'),\n",
       " ('Port of Abidjan', 'Port of Jebel Ali'),\n",
       " ('Port of Abidjan', 'Port of Hodeidah'),\n",
       " ('Port of Monrovia', 'Mina Salman'),\n",
       " ('Port of Monrovia', 'Larnaca Port'),\n",
       " ('Port of Monrovia', 'Port of Alexandria'),\n",
       " ('Port of Monrovia', 'Port of Bandar Abbas'),\n",
       " ('Port of Monrovia', 'Port of Umm Qasr'),\n",
       " ('Port of Monrovia', 'Port of Haifa'),\n",
       " ('Port of Monrovia', 'Port of Aqaba'),\n",
       " ('Port of Monrovia', 'Port of Shuwaikh'),\n",
       " ('Port of Monrovia', 'Port of Beirut'),\n",
       " ('Port of Monrovia', 'Port of Salalah'),\n",
       " ('Port of Monrovia', 'Port of Gaza'),\n",
       " ('Port of Monrovia', 'Port of Doha'),\n",
       " ('Port of Monrovia', 'Port of King Abdul Aziz'),\n",
       " ('Port of Monrovia', 'Port of Jeddah'),\n",
       " ('Port of Monrovia', 'Port of Latakia'),\n",
       " ('Port of Monrovia', 'Port of Mersin'),\n",
       " ('Port of Monrovia', 'Port of Jebel Ali'),\n",
       " ('Port of Monrovia', 'Port of Hodeidah'),\n",
       " ('Penang Port', 'Mina Salman'),\n",
       " ('Penang Port', 'Larnaca Port'),\n",
       " ('Penang Port', 'Port of Alexandria'),\n",
       " ('Penang Port', 'Port of Bandar Abbas'),\n",
       " ('Penang Port', 'Port of Umm Qasr'),\n",
       " ('Penang Port', 'Port of Haifa'),\n",
       " ('Penang Port', 'Port of Aqaba'),\n",
       " ('Penang Port', 'Port of Shuwaikh'),\n",
       " ('Penang Port', 'Port of Beirut'),\n",
       " ('Penang Port', 'Port of Salalah'),\n",
       " ('Penang Port', 'Port of Gaza'),\n",
       " ('Penang Port', 'Port of Doha'),\n",
       " ('Penang Port', 'Port of King Abdul Aziz'),\n",
       " ('Penang Port', 'Port of Jeddah'),\n",
       " ('Penang Port', 'Port of Latakia'),\n",
       " ('Penang Port', 'Port of Mersin'),\n",
       " ('Penang Port', 'Port of Jebel Ali'),\n",
       " ('Penang Port', 'Port of Hodeidah'),\n",
       " ('Port of Manzanillo', 'Mina Salman'),\n",
       " ('Port of Manzanillo', 'Larnaca Port'),\n",
       " ('Port of Manzanillo', 'Port of Alexandria'),\n",
       " ('Port of Manzanillo', 'Port of Bandar Abbas'),\n",
       " ('Port of Manzanillo', 'Port of Umm Qasr'),\n",
       " ('Port of Manzanillo', 'Port of Haifa'),\n",
       " ('Port of Manzanillo', 'Port of Aqaba'),\n",
       " ('Port of Manzanillo', 'Port of Shuwaikh'),\n",
       " ('Port of Manzanillo', 'Port of Beirut'),\n",
       " ('Port of Manzanillo', 'Port of Salalah'),\n",
       " ('Port of Manzanillo', 'Port of Gaza'),\n",
       " ('Port of Manzanillo', 'Port of Doha'),\n",
       " ('Port of Manzanillo', 'Port of King Abdul Aziz'),\n",
       " ('Port of Manzanillo', 'Port of Jeddah'),\n",
       " ('Port of Manzanillo', 'Port of Latakia'),\n",
       " ('Port of Manzanillo', 'Port of Mersin'),\n",
       " ('Port of Manzanillo', 'Port of Jebel Ali'),\n",
       " ('Port of Manzanillo', 'Port of Hodeidah'),\n",
       " ('Port of Yangon', 'Mina Salman'),\n",
       " ('Port of Yangon', 'Larnaca Port'),\n",
       " ('Port of Yangon', 'Port of Alexandria'),\n",
       " ('Port of Yangon', 'Port of Bandar Abbas'),\n",
       " ('Port of Yangon', 'Port of Umm Qasr'),\n",
       " ('Port of Yangon', 'Port of Haifa'),\n",
       " ('Port of Yangon', 'Port of Aqaba'),\n",
       " ('Port of Yangon', 'Port of Shuwaikh'),\n",
       " ('Port of Yangon', 'Port of Beirut'),\n",
       " ('Port of Yangon', 'Port of Salalah'),\n",
       " ('Port of Yangon', 'Port of Gaza'),\n",
       " ('Port of Yangon', 'Port of Doha'),\n",
       " ('Port of Yangon', 'Port of King Abdul Aziz'),\n",
       " ('Port of Yangon', 'Port of Jeddah'),\n",
       " ('Port of Yangon', 'Port of Latakia'),\n",
       " ('Port of Yangon', 'Port of Mersin'),\n",
       " ('Port of Yangon', 'Port of Jebel Ali'),\n",
       " ('Port of Yangon', 'Port of Hodeidah'),\n",
       " ('Port of Lagos', 'Mina Salman'),\n",
       " ('Port of Lagos', 'Larnaca Port'),\n",
       " ('Port of Lagos', 'Port of Alexandria'),\n",
       " ('Port of Lagos', 'Port of Bandar Abbas'),\n",
       " ('Port of Lagos', 'Port of Umm Qasr'),\n",
       " ('Port of Lagos', 'Port of Haifa'),\n",
       " ('Port of Lagos', 'Port of Aqaba'),\n",
       " ('Port of Lagos', 'Port of Shuwaikh'),\n",
       " ('Port of Lagos', 'Port of Beirut'),\n",
       " ('Port of Lagos', 'Port of Salalah'),\n",
       " ('Port of Lagos', 'Port of Gaza'),\n",
       " ('Port of Lagos', 'Port of Doha'),\n",
       " ('Port of Lagos', 'Port of King Abdul Aziz'),\n",
       " ('Port of Lagos', 'Port of Jeddah'),\n",
       " ('Port of Lagos', 'Port of Latakia'),\n",
       " ('Port of Lagos', 'Port of Mersin'),\n",
       " ('Port of Lagos', 'Port of Jebel Ali'),\n",
       " ('Port of Lagos', 'Port of Hodeidah'),\n",
       " ('Port of Manila', 'Mina Salman'),\n",
       " ('Port of Manila', 'Larnaca Port'),\n",
       " ('Port of Manila', 'Port of Alexandria'),\n",
       " ('Port of Manila', 'Port of Bandar Abbas'),\n",
       " ('Port of Manila', 'Port of Umm Qasr'),\n",
       " ('Port of Manila', 'Port of Haifa'),\n",
       " ('Port of Manila', 'Port of Aqaba'),\n",
       " ('Port of Manila', 'Port of Shuwaikh'),\n",
       " ('Port of Manila', 'Port of Beirut'),\n",
       " ('Port of Manila', 'Port of Salalah'),\n",
       " ('Port of Manila', 'Port of Gaza'),\n",
       " ('Port of Manila', 'Port of Doha'),\n",
       " ('Port of Manila', 'Port of King Abdul Aziz'),\n",
       " ('Port of Manila', 'Port of Jeddah'),\n",
       " ('Port of Manila', 'Port of Latakia'),\n",
       " ('Port of Manila', 'Port of Mersin'),\n",
       " ('Port of Manila', 'Port of Jebel Ali'),\n",
       " ('Port of Manila', 'Port of Hodeidah'),\n",
       " ('Port of  Colombo', 'Mina Salman'),\n",
       " ('Port of  Colombo', 'Larnaca Port'),\n",
       " ('Port of  Colombo', 'Port of Alexandria'),\n",
       " ('Port of  Colombo', 'Port of Bandar Abbas'),\n",
       " ('Port of  Colombo', 'Port of Umm Qasr'),\n",
       " ('Port of  Colombo', 'Port of Haifa'),\n",
       " ('Port of  Colombo', 'Port of Aqaba'),\n",
       " ('Port of  Colombo', 'Port of Shuwaikh'),\n",
       " ('Port of  Colombo', 'Port of Beirut'),\n",
       " ('Port of  Colombo', 'Port of Salalah'),\n",
       " ('Port of  Colombo', 'Port of Gaza'),\n",
       " ('Port of  Colombo', 'Port of Doha'),\n",
       " ('Port of  Colombo', 'Port of King Abdul Aziz'),\n",
       " ('Port of  Colombo', 'Port of Jeddah'),\n",
       " ('Port of  Colombo', 'Port of Latakia'),\n",
       " ('Port of  Colombo', 'Port of Mersin'),\n",
       " ('Port of  Colombo', 'Port of Jebel Ali'),\n",
       " ('Port of  Colombo', 'Port of Hodeidah'),\n",
       " ('Port of Bangkok', 'Mina Salman'),\n",
       " ('Port of Bangkok', 'Larnaca Port'),\n",
       " ('Port of Bangkok', 'Port of Alexandria'),\n",
       " ('Port of Bangkok', 'Port of Bandar Abbas'),\n",
       " ('Port of Bangkok', 'Port of Umm Qasr'),\n",
       " ('Port of Bangkok', 'Port of Haifa'),\n",
       " ('Port of Bangkok', 'Port of Aqaba'),\n",
       " ('Port of Bangkok', 'Port of Shuwaikh'),\n",
       " ('Port of Bangkok', 'Port of Beirut'),\n",
       " ('Port of Bangkok', 'Port of Salalah'),\n",
       " ('Port of Bangkok', 'Port of Gaza'),\n",
       " ('Port of Bangkok', 'Port of Doha'),\n",
       " ('Port of Bangkok', 'Port of King Abdul Aziz'),\n",
       " ('Port of Bangkok', 'Port of Jeddah'),\n",
       " ('Port of Bangkok', 'Port of Latakia'),\n",
       " ('Port of Bangkok', 'Port of Mersin'),\n",
       " ('Port of Bangkok', 'Port of Jebel Ali'),\n",
       " ('Port of Bangkok', 'Port of Hodeidah'),\n",
       " ('Port of Saigon', 'Mina Salman'),\n",
       " ('Port of Saigon', 'Larnaca Port'),\n",
       " ('Port of Saigon', 'Port of Alexandria'),\n",
       " ('Port of Saigon', 'Port of Bandar Abbas'),\n",
       " ('Port of Saigon', 'Port of Umm Qasr'),\n",
       " ('Port of Saigon', 'Port of Haifa'),\n",
       " ('Port of Saigon', 'Port of Aqaba'),\n",
       " ('Port of Saigon', 'Port of Shuwaikh'),\n",
       " ('Port of Saigon', 'Port of Beirut'),\n",
       " ('Port of Saigon', 'Port of Salalah'),\n",
       " ('Port of Saigon', 'Port of Gaza'),\n",
       " ('Port of Saigon', 'Port of Doha'),\n",
       " ('Port of Saigon', 'Port of King Abdul Aziz'),\n",
       " ('Port of Saigon', 'Port of Jeddah'),\n",
       " ('Port of Saigon', 'Port of Latakia'),\n",
       " ('Port of Saigon', 'Port of Mersin'),\n",
       " ('Port of Saigon', 'Port of Jebel Ali'),\n",
       " ('Port of Saigon', 'Port of Hodeidah')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Decision Variables\n",
    "X = LpVariable.dicts(\"ShipmentAmount\",(supply_points, plant_locations),0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Port of Santos': {'Mina Salman': ShipmentAmount_Port_of_Santos_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Santos_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Santos_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Santos_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Santos_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Santos_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Santos_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Santos_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Santos_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Santos_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Santos_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Santos_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Santos_Port_of_Hodeidah},\n",
       " 'Sihanoukville': {'Mina Salman': ShipmentAmount_Sihanoukville_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Sihanoukville_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Sihanoukville_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Sihanoukville_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Sihanoukville_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Sihanoukville_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Sihanoukville_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Sihanoukville_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Sihanoukville_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Sihanoukville_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Sihanoukville_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Sihanoukville_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Sihanoukville_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Sihanoukville_Port_of_Hodeidah},\n",
       " 'Douala': {'Mina Salman': ShipmentAmount_Douala_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Douala_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Douala_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Douala_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Douala_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Douala_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Douala_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Douala_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Douala_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Douala_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Douala_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Douala_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Douala_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Douala_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Douala_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Douala_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Douala_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Douala_Port_of_Hodeidah},\n",
       " 'Port of Shanghai': {'Mina Salman': ShipmentAmount_Port_of_Shanghai_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Shanghai_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Shanghai_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Shanghai_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Shanghai_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Shanghai_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Shanghai_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Shanghai_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Shanghai_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah},\n",
       " 'Puerto Quetzal': {'Mina Salman': ShipmentAmount_Puerto_Quetzal_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Puerto_Quetzal_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Puerto_Quetzal_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Puerto_Quetzal_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Puerto_Quetzal_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Puerto_Quetzal_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Puerto_Quetzal_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Puerto_Quetzal_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Puerto_Quetzal_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah},\n",
       " 'Port of Jawaharlal Nehru': {'Mina Salman': ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah},\n",
       " 'Port of Tanjung Priok': {'Mina Salman': ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah},\n",
       " 'Port of Abidjan': {'Mina Salman': ShipmentAmount_Port_of_Abidjan_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Abidjan_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Abidjan_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Abidjan_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Abidjan_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Abidjan_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Abidjan_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Abidjan_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Abidjan_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah},\n",
       " 'Port of Monrovia': {'Mina Salman': ShipmentAmount_Port_of_Monrovia_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Monrovia_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Monrovia_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Monrovia_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Monrovia_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Monrovia_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Monrovia_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Monrovia_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Monrovia_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah},\n",
       " 'Penang Port': {'Mina Salman': ShipmentAmount_Penang_Port_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Penang_Port_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Penang_Port_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Penang_Port_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Penang_Port_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Penang_Port_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Penang_Port_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Penang_Port_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Penang_Port_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Penang_Port_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Penang_Port_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Penang_Port_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Penang_Port_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Penang_Port_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Penang_Port_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Penang_Port_Port_of_Hodeidah},\n",
       " 'Port of Manzanillo': {'Mina Salman': ShipmentAmount_Port_of_Manzanillo_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Manzanillo_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Manzanillo_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah},\n",
       " 'Port of Yangon': {'Mina Salman': ShipmentAmount_Port_of_Yangon_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Yangon_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Yangon_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Yangon_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Yangon_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Yangon_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Yangon_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Yangon_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Yangon_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Yangon_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Yangon_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Yangon_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah},\n",
       " 'Port of Lagos': {'Mina Salman': ShipmentAmount_Port_of_Lagos_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Lagos_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Lagos_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Lagos_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Lagos_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Lagos_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Lagos_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Lagos_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Lagos_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Lagos_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Lagos_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Lagos_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah},\n",
       " 'Port of Manila': {'Mina Salman': ShipmentAmount_Port_of_Manila_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Manila_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Manila_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Manila_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Manila_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Manila_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Manila_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Manila_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Manila_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Manila_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Manila_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Manila_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Manila_Port_of_Hodeidah},\n",
       " 'Port of  Colombo': {'Mina Salman': ShipmentAmount_Port_of__Colombo_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of__Colombo_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of__Colombo_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of__Colombo_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of__Colombo_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of__Colombo_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of__Colombo_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of__Colombo_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of__Colombo_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of__Colombo_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of__Colombo_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of__Colombo_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah},\n",
       " 'Port of Bangkok': {'Mina Salman': ShipmentAmount_Port_of_Bangkok_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Bangkok_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Bangkok_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Bangkok_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Bangkok_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Bangkok_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Bangkok_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Bangkok_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Bangkok_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah},\n",
       " 'Port of Saigon': {'Mina Salman': ShipmentAmount_Port_of_Saigon_Mina_Salman,\n",
       "  'Larnaca Port': ShipmentAmount_Port_of_Saigon_Larnaca_Port,\n",
       "  'Port of Alexandria': ShipmentAmount_Port_of_Saigon_Port_of_Alexandria,\n",
       "  'Port of Bandar Abbas': ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas,\n",
       "  'Port of Umm Qasr': ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr,\n",
       "  'Port of Haifa': ShipmentAmount_Port_of_Saigon_Port_of_Haifa,\n",
       "  'Port of Aqaba': ShipmentAmount_Port_of_Saigon_Port_of_Aqaba,\n",
       "  'Port of Shuwaikh': ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh,\n",
       "  'Port of Beirut': ShipmentAmount_Port_of_Saigon_Port_of_Beirut,\n",
       "  'Port of Salalah': ShipmentAmount_Port_of_Saigon_Port_of_Salalah,\n",
       "  'Port of Gaza': ShipmentAmount_Port_of_Saigon_Port_of_Gaza,\n",
       "  'Port of Doha': ShipmentAmount_Port_of_Saigon_Port_of_Doha,\n",
       "  'Port of King Abdul Aziz': ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz,\n",
       "  'Port of Jeddah': ShipmentAmount_Port_of_Saigon_Port_of_Jeddah,\n",
       "  'Port of Latakia': ShipmentAmount_Port_of_Saigon_Port_of_Latakia,\n",
       "  'Port of Mersin': ShipmentAmount_Port_of_Saigon_Port_of_Mersin,\n",
       "  'Port of Jebel Ali': ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali,\n",
       "  'Port of Hodeidah': ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Objective Function\n",
    "prob += sum(X[i][j]*distance[i][j] for (i,j) in routes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "5268*ShipmentAmount_Douala_Larnaca_Port + 8271.0*ShipmentAmount_Douala_Mina_Salman + 5873.0*ShipmentAmount_Douala_Port_of_Alexandria + 6349.0*ShipmentAmount_Douala_Port_of_Aqaba + 7961.0*ShipmentAmount_Douala_Port_of_Bandar_Abbas + 5969.0*ShipmentAmount_Douala_Port_of_Beirut + 8498.0*ShipmentAmount_Douala_Port_of_Doha + 5413.0*ShipmentAmount_Douala_Port_of_Gaza + 6011.0*ShipmentAmount_Douala_Port_of_Haifa + 7233.0*ShipmentAmount_Douala_Port_of_Hodeidah + 8017.0*ShipmentAmount_Douala_Port_of_Jebel_Ali + 6775.0*ShipmentAmount_Douala_Port_of_Jeddah + 8325.0*ShipmentAmount_Douala_Port_of_King_Abdul_Aziz + 5897.0*ShipmentAmount_Douala_Port_of_Latakia + 9537.0*ShipmentAmount_Douala_Port_of_Mersin + 7018.0*ShipmentAmount_Douala_Port_of_Salalah + 8498.0*ShipmentAmount_Douala_Port_of_Shuwaikh + 8542.0*ShipmentAmount_Douala_Port_of_Umm_Qasr + 5369*ShipmentAmount_Penang_Port_Larnaca_Port + 3856.0*ShipmentAmount_Penang_Port_Mina_Salman + 5340.0*ShipmentAmount_Penang_Port_Port_of_Alexandria + 4886.0*ShipmentAmount_Penang_Port_Port_of_Aqaba + 3532.0*ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas + 5359.0*ShipmentAmount_Penang_Port_Port_of_Beirut + 3788.0*ShipmentAmount_Penang_Port_Port_of_Doha + 5210.0*ShipmentAmount_Penang_Port_Port_of_Gaza + 5310.0*ShipmentAmount_Penang_Port_Port_of_Haifa + 3777.0*ShipmentAmount_Penang_Port_Port_of_Hodeidah + 3601.0*ShipmentAmount_Penang_Port_Port_of_Jebel_Ali + 4315.0*ShipmentAmount_Penang_Port_Port_of_Jeddah + 3896.0*ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz + 5525.0*ShipmentAmount_Penang_Port_Port_of_Latakia + 5520.0*ShipmentAmount_Penang_Port_Port_of_Mersin + 3245.0*ShipmentAmount_Penang_Port_Port_of_Salalah + 4069.0*ShipmentAmount_Penang_Port_Port_of_Shuwaikh + 4113.0*ShipmentAmount_Penang_Port_Port_of_Umm_Qasr + 4536*ShipmentAmount_Port_of_Abidjan_Larnaca_Port + 8823.0*ShipmentAmount_Port_of_Abidjan_Mina_Salman + 5073.0*ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria + 5549.0*ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba + 8512.0*ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas + 5050.0*ShipmentAmount_Port_of_Abidjan_Port_of_Beirut + 9049.0*ShipmentAmount_Port_of_Abidjan_Port_of_Doha + 4594.0*ShipmentAmount_Port_of_Abidjan_Port_of_Gaza + 5211.0*ShipmentAmount_Port_of_Abidjan_Port_of_Haifa + 6514.0*ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah + 8568.0*ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali + 5975.0*ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah + 8877.0*ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz + 5097.0*ShipmentAmount_Port_of_Abidjan_Port_of_Latakia + 5072.0*ShipmentAmount_Port_of_Abidjan_Port_of_Mersin + 7569.0*ShipmentAmount_Port_of_Abidjan_Port_of_Salalah + 9049.0*ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh + 9093.0*ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr + 6461*ShipmentAmount_Port_of_Bangkok_Larnaca_Port + 5102.0*ShipmentAmount_Port_of_Bangkok_Mina_Salman + 6585.0*ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria + 6132.0*ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba + 4778.0*ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas + 6605.0*ShipmentAmount_Port_of_Bangkok_Port_of_Beirut + 5034.0*ShipmentAmount_Port_of_Bangkok_Port_of_Doha + 6341.0*ShipmentAmount_Port_of_Bangkok_Port_of_Gaza + 6556.0*ShipmentAmount_Port_of_Bangkok_Port_of_Haifa + 5022.0*ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah + 4847.0*ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali + 5561.0*ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah + 5142.0*ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz + 6770.0*ShipmentAmount_Port_of_Bangkok_Port_of_Latakia + 6766.0*ShipmentAmount_Port_of_Bangkok_Port_of_Mersin + 4490.0*ShipmentAmount_Port_of_Bangkok_Port_of_Salalah + 5315.0*ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh + 5359.0*ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr + 3363*ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port + 1589.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman + 3540.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria + 3086.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba + 1265.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas + 3560.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut + 1522.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha + 3243.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza + 3510.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa + 1977.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah + 1335.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 2515.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah + 1630.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz + 3725.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia + 3720.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 1143.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah + 1802.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh + 1847.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr + 4994*ShipmentAmount_Port_of_Lagos_Larnaca_Port + 8570.0*ShipmentAmount_Port_of_Lagos_Mina_Salman + 5524.0*ShipmentAmount_Port_of_Lagos_Port_of_Alexandria + 6000.0*ShipmentAmount_Port_of_Lagos_Port_of_Aqaba + 8260.0*ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas + 5620.0*ShipmentAmount_Port_of_Lagos_Port_of_Beirut + 8797.0*ShipmentAmount_Port_of_Lagos_Port_of_Doha + 5052.0*ShipmentAmount_Port_of_Lagos_Port_of_Gaza + 5662.0*ShipmentAmount_Port_of_Lagos_Port_of_Haifa + 6965.0*ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah + 8316.0*ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali + 6426.0*ShipmentAmount_Port_of_Lagos_Port_of_Jeddah + 8624.0*ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz + 5548.0*ShipmentAmount_Port_of_Lagos_Port_of_Latakia + 5523.0*ShipmentAmount_Port_of_Lagos_Port_of_Mersin + 7317.0*ShipmentAmount_Port_of_Lagos_Port_of_Salalah + 8797.0*ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh + 8841.0*ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr + 6954*ShipmentAmount_Port_of_Manila_Larnaca_Port + 5794.0*ShipmentAmount_Port_of_Manila_Mina_Salman + 7278.0*ShipmentAmount_Port_of_Manila_Port_of_Alexandria + 6824.0*ShipmentAmount_Port_of_Manila_Port_of_Aqaba + 5470.0*ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas + 7297.0*ShipmentAmount_Port_of_Manila_Port_of_Beirut + 6007.0*ShipmentAmount_Port_of_Manila_Port_of_Doha + 6834.0*ShipmentAmount_Port_of_Manila_Port_of_Gaza + 7248.0*ShipmentAmount_Port_of_Manila_Port_of_Haifa + 5714.0*ShipmentAmount_Port_of_Manila_Port_of_Hodeidah + 5539.0*ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali + 6253.0*ShipmentAmount_Port_of_Manila_Port_of_Jeddah + 5834.0*ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz + 7462.0*ShipmentAmount_Port_of_Manila_Port_of_Latakia + 7458.0*ShipmentAmount_Port_of_Manila_Port_of_Mersin + 5182.0*ShipmentAmount_Port_of_Manila_Port_of_Salalah + 6007.0*ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh + 6051.0*ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr + 8018*ShipmentAmount_Port_of_Manzanillo_Larnaca_Port + 13061.0*ShipmentAmount_Port_of_Manzanillo_Mina_Salman + 9534.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria + 10011.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba + 12745.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas + 9631.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut + 12977.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Doha + 8088.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza + 9673.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa + 10974.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah + 12790.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 10419.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah + 13099.0*ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz + 9541.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia + 9516.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 11791.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah + 13286.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh + 13332.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr + 4081*ShipmentAmount_Port_of_Monrovia_Larnaca_Port + 8206.0*ShipmentAmount_Port_of_Monrovia_Mina_Salman + 4678.0*ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria + 5154.0*ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba + 7895.0*ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas + 4774.0*ShipmentAmount_Port_of_Monrovia_Port_of_Beirut + 8432.0*ShipmentAmount_Port_of_Monrovia_Port_of_Doha + 4138.0*ShipmentAmount_Port_of_Monrovia_Port_of_Gaza + 4816.0*ShipmentAmount_Port_of_Monrovia_Port_of_Haifa + 6119.0*ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah + 7951.0*ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali + 5580.0*ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah + 8259.0*ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz + 4702.0*ShipmentAmount_Port_of_Monrovia_Port_of_Latakia + 4677.0*ShipmentAmount_Port_of_Monrovia_Port_of_Mersin + 6952.0*ShipmentAmount_Port_of_Monrovia_Port_of_Salalah + 8432.0*ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh + 8477.0*ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr + 6503*ShipmentAmount_Port_of_Saigon_Larnaca_Port + 4964.0*ShipmentAmount_Port_of_Saigon_Mina_Salman + 6448.0*ShipmentAmount_Port_of_Saigon_Port_of_Alexandria + 5994.0*ShipmentAmount_Port_of_Saigon_Port_of_Aqaba + 4640.0*ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas + 6467.0*ShipmentAmount_Port_of_Saigon_Port_of_Beirut + 4896.0*ShipmentAmount_Port_of_Saigon_Port_of_Doha + 6368.0*ShipmentAmount_Port_of_Saigon_Port_of_Gaza + 6418.0*ShipmentAmount_Port_of_Saigon_Port_of_Haifa + 4884.0*ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah + 4709.0*ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali + 5423.0*ShipmentAmount_Port_of_Saigon_Port_of_Jeddah + 5004.0*ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz + 6633.0*ShipmentAmount_Port_of_Saigon_Port_of_Latakia + 6628.0*ShipmentAmount_Port_of_Saigon_Port_of_Mersin + 4353.0*ShipmentAmount_Port_of_Saigon_Port_of_Salalah + 5177.0*ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh + 5221.0*ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr + 6302*ShipmentAmount_Port_of_Santos_Larnaca_Port + 9662.0*ShipmentAmount_Port_of_Santos_Mina_Salman + 7529.0*ShipmentAmount_Port_of_Santos_Port_of_Alexandria + 8005.0*ShipmentAmount_Port_of_Santos_Port_of_Aqaba + 9351.0*ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas + 7626.0*ShipmentAmount_Port_of_Santos_Port_of_Beirut + 9594.0*ShipmentAmount_Port_of_Santos_Port_of_Doha + 6360.0*ShipmentAmount_Port_of_Santos_Port_of_Gaza + 7667.0*ShipmentAmount_Port_of_Santos_Port_of_Haifa + 8624.0*ShipmentAmount_Port_of_Santos_Port_of_Hodeidah + 9407.0*ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali + 8432.0*ShipmentAmount_Port_of_Santos_Port_of_Jeddah + 9716.0*ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz + 7553.0*ShipmentAmount_Port_of_Santos_Port_of_Latakia + 7528.0*ShipmentAmount_Port_of_Santos_Port_of_Mersin + 8408.0*ShipmentAmount_Port_of_Santos_Port_of_Salalah + 9888.0*ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh + 9933.0*ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr + 7780*ShipmentAmount_Port_of_Shanghai_Larnaca_Port + 6882.0*ShipmentAmount_Port_of_Shanghai_Mina_Salman + 8365.0*ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria + 7912.0*ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba + 6557.0*ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas + 8385.0*ShipmentAmount_Port_of_Shanghai_Port_of_Beirut + 6814.0*ShipmentAmount_Port_of_Shanghai_Port_of_Doha + 7660.0*ShipmentAmount_Port_of_Shanghai_Port_of_Gaza + 8336.0*ShipmentAmount_Port_of_Shanghai_Port_of_Haifa + 6802.0*ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah + 6627.0*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 7341.0*ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah + 6922.0*ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz + 8550.0*ShipmentAmount_Port_of_Shanghai_Port_of_Latakia + 8546.0*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 6270.0*ShipmentAmount_Port_of_Shanghai_Port_of_Salalah + 7094.0*ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh + 7139.0*ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr + 5934*ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port + 4660.0*ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman + 6030.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria + 5576.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba + 4336.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas + 6049.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut + 4592.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha + 5814.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza + 6000.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa + 4466.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah + 4405.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali + 5005.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah + 4700.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz + 6215.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia + 6210.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin + 4050.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah + 4873.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh + 4917.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr + 5335*ShipmentAmount_Port_of_Yangon_Larnaca_Port + 3942.0*ShipmentAmount_Port_of_Yangon_Mina_Salman + 5464.0*ShipmentAmount_Port_of_Yangon_Port_of_Alexandria + 5010.0*ShipmentAmount_Port_of_Yangon_Port_of_Aqaba + 3618.0*ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas + 5483.0*ShipmentAmount_Port_of_Yangon_Port_of_Beirut + 4155.0*ShipmentAmount_Port_of_Yangon_Port_of_Doha + 5215.2*ShipmentAmount_Port_of_Yangon_Port_of_Gaza + 5434.0*ShipmentAmount_Port_of_Yangon_Port_of_Haifa + 3900.0*ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah + 3687.0*ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali + 4439.0*ShipmentAmount_Port_of_Yangon_Port_of_Jeddah + 3982.0*ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz + 5649.0*ShipmentAmount_Port_of_Yangon_Port_of_Latakia + 5644.0*ShipmentAmount_Port_of_Yangon_Port_of_Mersin + 3331.0*ShipmentAmount_Port_of_Yangon_Port_of_Salalah + 4155.0*ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh + 4199.0*ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr + 4111*ShipmentAmount_Port_of__Colombo_Larnaca_Port + 2531.0*ShipmentAmount_Port_of__Colombo_Mina_Salman + 4039.0*ShipmentAmount_Port_of__Colombo_Port_of_Alexandria + 3586.0*ShipmentAmount_Port_of__Colombo_Port_of_Aqaba + 2207.0*ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas + 4059.0*ShipmentAmount_Port_of__Colombo_Port_of_Beirut + 2464.0*ShipmentAmount_Port_of__Colombo_Port_of_Doha + 3991.0*ShipmentAmount_Port_of__Colombo_Port_of_Gaza + 4010.0*ShipmentAmount_Port_of__Colombo_Port_of_Haifa + 2476.0*ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah + 2276.0*ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali + 3015.0*ShipmentAmount_Port_of__Colombo_Port_of_Jeddah + 2572.0*ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz + 4224.0*ShipmentAmount_Port_of__Colombo_Port_of_Latakia + 4220.0*ShipmentAmount_Port_of__Colombo_Port_of_Mersin + 1920.0*ShipmentAmount_Port_of__Colombo_Port_of_Salalah + 2744.0*ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh + 2788.0*ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr + 8758*ShipmentAmount_Puerto_Quetzal_Larnaca_Port + 12209.0*ShipmentAmount_Puerto_Quetzal_Mina_Salman + 8682.0*ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria + 9158.0*ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba + 11893.0*ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas + 8779.0*ShipmentAmount_Puerto_Quetzal_Port_of_Beirut + 12317.0*ShipmentAmount_Puerto_Quetzal_Port_of_Doha + 8500.0*ShipmentAmount_Puerto_Quetzal_Port_of_Gaza + 8820.0*ShipmentAmount_Puerto_Quetzal_Port_of_Haifa + 10122.0*ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah + 11949.0*ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali + 9583.0*ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah + 12259.0*ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz + 8706.0*ShipmentAmount_Puerto_Quetzal_Port_of_Latakia + 8681.0*ShipmentAmount_Puerto_Quetzal_Port_of_Mersin + 10937.0*ShipmentAmount_Puerto_Quetzal_Port_of_Salalah + 12433.0*ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh + 12480.0*ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr + 6246*ShipmentAmount_Sihanoukville_Larnaca_Port + 4867.0*ShipmentAmount_Sihanoukville_Mina_Salman + 6351.0*ShipmentAmount_Sihanoukville_Port_of_Alexandria + 5897.0*ShipmentAmount_Sihanoukville_Port_of_Aqaba + 4543.0*ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas + 6371.0*ShipmentAmount_Sihanoukville_Port_of_Beirut + 4800.0*ShipmentAmount_Sihanoukville_Port_of_Doha + 6126.0*ShipmentAmount_Sihanoukville_Port_of_Gaza + 6321.0*ShipmentAmount_Sihanoukville_Port_of_Haifa + 4788.0*ShipmentAmount_Sihanoukville_Port_of_Hodeidah + 4613.0*ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali + 5326.0*ShipmentAmount_Sihanoukville_Port_of_Jeddah + 4908.0*ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz + 6536.0*ShipmentAmount_Sihanoukville_Port_of_Latakia + 6531.0*ShipmentAmount_Sihanoukville_Port_of_Mersin + 4256.0*ShipmentAmount_Sihanoukville_Port_of_Salalah + 5080.0*ShipmentAmount_Sihanoukville_Port_of_Shuwaikh + 5125.0*ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr + 0.0\n",
       "VARIABLES\n",
       "ShipmentAmount_Douala_Larnaca_Port Continuous\n",
       "ShipmentAmount_Douala_Mina_Salman Continuous\n",
       "ShipmentAmount_Douala_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Douala_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Douala_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Douala_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Douala_Port_of_Doha Continuous\n",
       "ShipmentAmount_Douala_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Douala_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Douala_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Douala_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Douala_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Douala_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Douala_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Douala_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Douala_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Douala_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Douala_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Penang_Port_Larnaca_Port Continuous\n",
       "ShipmentAmount_Penang_Port_Mina_Salman Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Doha Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manila_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Manila_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Santos_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Santos_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Larnaca_Port Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Mina_Salman Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Doha Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Sihanoukville_Larnaca_Port Continuous\n",
       "ShipmentAmount_Sihanoukville_Mina_Salman Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Doha Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr Continuous"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "5268*ShipmentAmount_Douala_Larnaca_Port + 8271.0*ShipmentAmount_Douala_Mina_Salman + 5873.0*ShipmentAmount_Douala_Port_of_Alexandria + 6349.0*ShipmentAmount_Douala_Port_of_Aqaba + 7961.0*ShipmentAmount_Douala_Port_of_Bandar_Abbas + 5969.0*ShipmentAmount_Douala_Port_of_Beirut + 8498.0*ShipmentAmount_Douala_Port_of_Doha + 5413.0*ShipmentAmount_Douala_Port_of_Gaza + 6011.0*ShipmentAmount_Douala_Port_of_Haifa + 7233.0*ShipmentAmount_Douala_Port_of_Hodeidah + 8017.0*ShipmentAmount_Douala_Port_of_Jebel_Ali + 6775.0*ShipmentAmount_Douala_Port_of_Jeddah + 8325.0*ShipmentAmount_Douala_Port_of_King_Abdul_Aziz + 5897.0*ShipmentAmount_Douala_Port_of_Latakia + 9537.0*ShipmentAmount_Douala_Port_of_Mersin + 7018.0*ShipmentAmount_Douala_Port_of_Salalah + 8498.0*ShipmentAmount_Douala_Port_of_Shuwaikh + 8542.0*ShipmentAmount_Douala_Port_of_Umm_Qasr + 5369*ShipmentAmount_Penang_Port_Larnaca_Port + 3856.0*ShipmentAmount_Penang_Port_Mina_Salman + 5340.0*ShipmentAmount_Penang_Port_Port_of_Alexandria + 4886.0*ShipmentAmount_Penang_Port_Port_of_Aqaba + 3532.0*ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas + 5359.0*ShipmentAmount_Penang_Port_Port_of_Beirut + 3788.0*ShipmentAmount_Penang_Port_Port_of_Doha + 5210.0*ShipmentAmount_Penang_Port_Port_of_Gaza + 5310.0*ShipmentAmount_Penang_Port_Port_of_Haifa + 3777.0*ShipmentAmount_Penang_Port_Port_of_Hodeidah + 3601.0*ShipmentAmount_Penang_Port_Port_of_Jebel_Ali + 4315.0*ShipmentAmount_Penang_Port_Port_of_Jeddah + 3896.0*ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz + 5525.0*ShipmentAmount_Penang_Port_Port_of_Latakia + 5520.0*ShipmentAmount_Penang_Port_Port_of_Mersin + 3245.0*ShipmentAmount_Penang_Port_Port_of_Salalah + 4069.0*ShipmentAmount_Penang_Port_Port_of_Shuwaikh + 4113.0*ShipmentAmount_Penang_Port_Port_of_Umm_Qasr + 4536*ShipmentAmount_Port_of_Abidjan_Larnaca_Port + 8823.0*ShipmentAmount_Port_of_Abidjan_Mina_Salman + 5073.0*ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria + 5549.0*ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba + 8512.0*ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas + 5050.0*ShipmentAmount_Port_of_Abidjan_Port_of_Beirut + 9049.0*ShipmentAmount_Port_of_Abidjan_Port_of_Doha + 4594.0*ShipmentAmount_Port_of_Abidjan_Port_of_Gaza + 5211.0*ShipmentAmount_Port_of_Abidjan_Port_of_Haifa + 6514.0*ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah + 8568.0*ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali + 5975.0*ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah + 8877.0*ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz + 5097.0*ShipmentAmount_Port_of_Abidjan_Port_of_Latakia + 5072.0*ShipmentAmount_Port_of_Abidjan_Port_of_Mersin + 7569.0*ShipmentAmount_Port_of_Abidjan_Port_of_Salalah + 9049.0*ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh + 9093.0*ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr + 6461*ShipmentAmount_Port_of_Bangkok_Larnaca_Port + 5102.0*ShipmentAmount_Port_of_Bangkok_Mina_Salman + 6585.0*ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria + 6132.0*ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba + 4778.0*ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas + 6605.0*ShipmentAmount_Port_of_Bangkok_Port_of_Beirut + 5034.0*ShipmentAmount_Port_of_Bangkok_Port_of_Doha + 6341.0*ShipmentAmount_Port_of_Bangkok_Port_of_Gaza + 6556.0*ShipmentAmount_Port_of_Bangkok_Port_of_Haifa + 5022.0*ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah + 4847.0*ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali + 5561.0*ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah + 5142.0*ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz + 6770.0*ShipmentAmount_Port_of_Bangkok_Port_of_Latakia + 6766.0*ShipmentAmount_Port_of_Bangkok_Port_of_Mersin + 4490.0*ShipmentAmount_Port_of_Bangkok_Port_of_Salalah + 5315.0*ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh + 5359.0*ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr + 3363*ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port + 1589.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman + 3540.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria + 3086.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba + 1265.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas + 3560.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut + 1522.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha + 3243.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza + 3510.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa + 1977.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah + 1335.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 2515.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah + 1630.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz + 3725.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia + 3720.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 1143.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah + 1802.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh + 1847.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr + 4994*ShipmentAmount_Port_of_Lagos_Larnaca_Port + 8570.0*ShipmentAmount_Port_of_Lagos_Mina_Salman + 5524.0*ShipmentAmount_Port_of_Lagos_Port_of_Alexandria + 6000.0*ShipmentAmount_Port_of_Lagos_Port_of_Aqaba + 8260.0*ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas + 5620.0*ShipmentAmount_Port_of_Lagos_Port_of_Beirut + 8797.0*ShipmentAmount_Port_of_Lagos_Port_of_Doha + 5052.0*ShipmentAmount_Port_of_Lagos_Port_of_Gaza + 5662.0*ShipmentAmount_Port_of_Lagos_Port_of_Haifa + 6965.0*ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah + 8316.0*ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali + 6426.0*ShipmentAmount_Port_of_Lagos_Port_of_Jeddah + 8624.0*ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz + 5548.0*ShipmentAmount_Port_of_Lagos_Port_of_Latakia + 5523.0*ShipmentAmount_Port_of_Lagos_Port_of_Mersin + 7317.0*ShipmentAmount_Port_of_Lagos_Port_of_Salalah + 8797.0*ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh + 8841.0*ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr + 6954*ShipmentAmount_Port_of_Manila_Larnaca_Port + 5794.0*ShipmentAmount_Port_of_Manila_Mina_Salman + 7278.0*ShipmentAmount_Port_of_Manila_Port_of_Alexandria + 6824.0*ShipmentAmount_Port_of_Manila_Port_of_Aqaba + 5470.0*ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas + 7297.0*ShipmentAmount_Port_of_Manila_Port_of_Beirut + 6007.0*ShipmentAmount_Port_of_Manila_Port_of_Doha + 6834.0*ShipmentAmount_Port_of_Manila_Port_of_Gaza + 7248.0*ShipmentAmount_Port_of_Manila_Port_of_Haifa + 5714.0*ShipmentAmount_Port_of_Manila_Port_of_Hodeidah + 5539.0*ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali + 6253.0*ShipmentAmount_Port_of_Manila_Port_of_Jeddah + 5834.0*ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz + 7462.0*ShipmentAmount_Port_of_Manila_Port_of_Latakia + 7458.0*ShipmentAmount_Port_of_Manila_Port_of_Mersin + 5182.0*ShipmentAmount_Port_of_Manila_Port_of_Salalah + 6007.0*ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh + 6051.0*ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr + 8018*ShipmentAmount_Port_of_Manzanillo_Larnaca_Port + 13061.0*ShipmentAmount_Port_of_Manzanillo_Mina_Salman + 9534.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria + 10011.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba + 12745.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas + 9631.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut + 12977.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Doha + 8088.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza + 9673.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa + 10974.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah + 12790.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 10419.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah + 13099.0*ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz + 9541.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia + 9516.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 11791.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah + 13286.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh + 13332.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr + 4081*ShipmentAmount_Port_of_Monrovia_Larnaca_Port + 8206.0*ShipmentAmount_Port_of_Monrovia_Mina_Salman + 4678.0*ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria + 5154.0*ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba + 7895.0*ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas + 4774.0*ShipmentAmount_Port_of_Monrovia_Port_of_Beirut + 8432.0*ShipmentAmount_Port_of_Monrovia_Port_of_Doha + 4138.0*ShipmentAmount_Port_of_Monrovia_Port_of_Gaza + 4816.0*ShipmentAmount_Port_of_Monrovia_Port_of_Haifa + 6119.0*ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah + 7951.0*ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali + 5580.0*ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah + 8259.0*ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz + 4702.0*ShipmentAmount_Port_of_Monrovia_Port_of_Latakia + 4677.0*ShipmentAmount_Port_of_Monrovia_Port_of_Mersin + 6952.0*ShipmentAmount_Port_of_Monrovia_Port_of_Salalah + 8432.0*ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh + 8477.0*ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr + 6503*ShipmentAmount_Port_of_Saigon_Larnaca_Port + 4964.0*ShipmentAmount_Port_of_Saigon_Mina_Salman + 6448.0*ShipmentAmount_Port_of_Saigon_Port_of_Alexandria + 5994.0*ShipmentAmount_Port_of_Saigon_Port_of_Aqaba + 4640.0*ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas + 6467.0*ShipmentAmount_Port_of_Saigon_Port_of_Beirut + 4896.0*ShipmentAmount_Port_of_Saigon_Port_of_Doha + 6368.0*ShipmentAmount_Port_of_Saigon_Port_of_Gaza + 6418.0*ShipmentAmount_Port_of_Saigon_Port_of_Haifa + 4884.0*ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah + 4709.0*ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali + 5423.0*ShipmentAmount_Port_of_Saigon_Port_of_Jeddah + 5004.0*ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz + 6633.0*ShipmentAmount_Port_of_Saigon_Port_of_Latakia + 6628.0*ShipmentAmount_Port_of_Saigon_Port_of_Mersin + 4353.0*ShipmentAmount_Port_of_Saigon_Port_of_Salalah + 5177.0*ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh + 5221.0*ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr + 6302*ShipmentAmount_Port_of_Santos_Larnaca_Port + 9662.0*ShipmentAmount_Port_of_Santos_Mina_Salman + 7529.0*ShipmentAmount_Port_of_Santos_Port_of_Alexandria + 8005.0*ShipmentAmount_Port_of_Santos_Port_of_Aqaba + 9351.0*ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas + 7626.0*ShipmentAmount_Port_of_Santos_Port_of_Beirut + 9594.0*ShipmentAmount_Port_of_Santos_Port_of_Doha + 6360.0*ShipmentAmount_Port_of_Santos_Port_of_Gaza + 7667.0*ShipmentAmount_Port_of_Santos_Port_of_Haifa + 8624.0*ShipmentAmount_Port_of_Santos_Port_of_Hodeidah + 9407.0*ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali + 8432.0*ShipmentAmount_Port_of_Santos_Port_of_Jeddah + 9716.0*ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz + 7553.0*ShipmentAmount_Port_of_Santos_Port_of_Latakia + 7528.0*ShipmentAmount_Port_of_Santos_Port_of_Mersin + 8408.0*ShipmentAmount_Port_of_Santos_Port_of_Salalah + 9888.0*ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh + 9933.0*ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr + 7780*ShipmentAmount_Port_of_Shanghai_Larnaca_Port + 6882.0*ShipmentAmount_Port_of_Shanghai_Mina_Salman + 8365.0*ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria + 7912.0*ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba + 6557.0*ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas + 8385.0*ShipmentAmount_Port_of_Shanghai_Port_of_Beirut + 6814.0*ShipmentAmount_Port_of_Shanghai_Port_of_Doha + 7660.0*ShipmentAmount_Port_of_Shanghai_Port_of_Gaza + 8336.0*ShipmentAmount_Port_of_Shanghai_Port_of_Haifa + 6802.0*ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah + 6627.0*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 7341.0*ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah + 6922.0*ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz + 8550.0*ShipmentAmount_Port_of_Shanghai_Port_of_Latakia + 8546.0*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 6270.0*ShipmentAmount_Port_of_Shanghai_Port_of_Salalah + 7094.0*ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh + 7139.0*ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr + 5934*ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port + 4660.0*ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman + 6030.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria + 5576.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba + 4336.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas + 6049.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut + 4592.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha + 5814.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza + 6000.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa + 4466.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah + 4405.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali + 5005.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah + 4700.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz + 6215.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia + 6210.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin + 4050.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah + 4873.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh + 4917.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr + 5335*ShipmentAmount_Port_of_Yangon_Larnaca_Port + 3942.0*ShipmentAmount_Port_of_Yangon_Mina_Salman + 5464.0*ShipmentAmount_Port_of_Yangon_Port_of_Alexandria + 5010.0*ShipmentAmount_Port_of_Yangon_Port_of_Aqaba + 3618.0*ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas + 5483.0*ShipmentAmount_Port_of_Yangon_Port_of_Beirut + 4155.0*ShipmentAmount_Port_of_Yangon_Port_of_Doha + 5215.2*ShipmentAmount_Port_of_Yangon_Port_of_Gaza + 5434.0*ShipmentAmount_Port_of_Yangon_Port_of_Haifa + 3900.0*ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah + 3687.0*ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali + 4439.0*ShipmentAmount_Port_of_Yangon_Port_of_Jeddah + 3982.0*ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz + 5649.0*ShipmentAmount_Port_of_Yangon_Port_of_Latakia + 5644.0*ShipmentAmount_Port_of_Yangon_Port_of_Mersin + 3331.0*ShipmentAmount_Port_of_Yangon_Port_of_Salalah + 4155.0*ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh + 4199.0*ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr + 4111*ShipmentAmount_Port_of__Colombo_Larnaca_Port + 2531.0*ShipmentAmount_Port_of__Colombo_Mina_Salman + 4039.0*ShipmentAmount_Port_of__Colombo_Port_of_Alexandria + 3586.0*ShipmentAmount_Port_of__Colombo_Port_of_Aqaba + 2207.0*ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas + 4059.0*ShipmentAmount_Port_of__Colombo_Port_of_Beirut + 2464.0*ShipmentAmount_Port_of__Colombo_Port_of_Doha + 3991.0*ShipmentAmount_Port_of__Colombo_Port_of_Gaza + 4010.0*ShipmentAmount_Port_of__Colombo_Port_of_Haifa + 2476.0*ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah + 2276.0*ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali + 3015.0*ShipmentAmount_Port_of__Colombo_Port_of_Jeddah + 2572.0*ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz + 4224.0*ShipmentAmount_Port_of__Colombo_Port_of_Latakia + 4220.0*ShipmentAmount_Port_of__Colombo_Port_of_Mersin + 1920.0*ShipmentAmount_Port_of__Colombo_Port_of_Salalah + 2744.0*ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh + 2788.0*ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr + 8758*ShipmentAmount_Puerto_Quetzal_Larnaca_Port + 12209.0*ShipmentAmount_Puerto_Quetzal_Mina_Salman + 8682.0*ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria + 9158.0*ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba + 11893.0*ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas + 8779.0*ShipmentAmount_Puerto_Quetzal_Port_of_Beirut + 12317.0*ShipmentAmount_Puerto_Quetzal_Port_of_Doha + 8500.0*ShipmentAmount_Puerto_Quetzal_Port_of_Gaza + 8820.0*ShipmentAmount_Puerto_Quetzal_Port_of_Haifa + 10122.0*ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah + 11949.0*ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali + 9583.0*ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah + 12259.0*ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz + 8706.0*ShipmentAmount_Puerto_Quetzal_Port_of_Latakia + 8681.0*ShipmentAmount_Puerto_Quetzal_Port_of_Mersin + 10937.0*ShipmentAmount_Puerto_Quetzal_Port_of_Salalah + 12433.0*ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh + 12480.0*ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr + 6246*ShipmentAmount_Sihanoukville_Larnaca_Port + 4867.0*ShipmentAmount_Sihanoukville_Mina_Salman + 6351.0*ShipmentAmount_Sihanoukville_Port_of_Alexandria + 5897.0*ShipmentAmount_Sihanoukville_Port_of_Aqaba + 4543.0*ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas + 6371.0*ShipmentAmount_Sihanoukville_Port_of_Beirut + 4800.0*ShipmentAmount_Sihanoukville_Port_of_Doha + 6126.0*ShipmentAmount_Sihanoukville_Port_of_Gaza + 6321.0*ShipmentAmount_Sihanoukville_Port_of_Haifa + 4788.0*ShipmentAmount_Sihanoukville_Port_of_Hodeidah + 4613.0*ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali + 5326.0*ShipmentAmount_Sihanoukville_Port_of_Jeddah + 4908.0*ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz + 6536.0*ShipmentAmount_Sihanoukville_Port_of_Latakia + 6531.0*ShipmentAmount_Sihanoukville_Port_of_Mersin + 4256.0*ShipmentAmount_Sihanoukville_Port_of_Salalah + 5080.0*ShipmentAmount_Sihanoukville_Port_of_Shuwaikh + 5125.0*ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr + 0.0\n",
       "SUBJECT TO\n",
       "_C1: ShipmentAmount_Douala_Mina_Salman\n",
       " + ShipmentAmount_Penang_Port_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Abidjan_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Bangkok_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Lagos_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Manila_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Manzanillo_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Monrovia_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Saigon_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Santos_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Shanghai_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Yangon_Mina_Salman\n",
       " + ShipmentAmount_Port_of__Colombo_Mina_Salman\n",
       " + ShipmentAmount_Puerto_Quetzal_Mina_Salman\n",
       " + ShipmentAmount_Sihanoukville_Mina_Salman >= 3175604.427\n",
       "\n",
       "_C2: ShipmentAmount_Douala_Larnaca_Port\n",
       " + ShipmentAmount_Penang_Port_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Abidjan_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Bangkok_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Lagos_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Manila_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Manzanillo_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Monrovia_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Saigon_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Santos_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Shanghai_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Yangon_Larnaca_Port\n",
       " + ShipmentAmount_Port_of__Colombo_Larnaca_Port\n",
       " + ShipmentAmount_Puerto_Quetzal_Larnaca_Port\n",
       " + ShipmentAmount_Sihanoukville_Larnaca_Port >= 1212702.577\n",
       "\n",
       "_C3: ShipmentAmount_Douala_Port_of_Alexandria\n",
       " + ShipmentAmount_Penang_Port_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Alexandria\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Alexandria >= 13196038.8\n",
       "\n",
       "_C4: ShipmentAmount_Douala_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas >= 9055154.837\n",
       "\n",
       "_C5: ShipmentAmount_Douala_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Penang_Port_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr >= 12992811.2\n",
       "\n",
       "_C6: ShipmentAmount_Douala_Port_of_Haifa\n",
       " + ShipmentAmount_Penang_Port_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Haifa\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Haifa\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Haifa >= 13144959.2\n",
       "\n",
       "_C7: ShipmentAmount_Douala_Port_of_Aqaba\n",
       " + ShipmentAmount_Penang_Port_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Aqaba\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Aqaba >= 6451820.854\n",
       "\n",
       "_C8: ShipmentAmount_Douala_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Penang_Port_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Shuwaikh >= 7980350.675\n",
       "\n",
       "_C9: ShipmentAmount_Douala_Port_of_Beirut\n",
       " + ShipmentAmount_Penang_Port_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Beirut\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Beirut\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Beirut >= 2991395.587\n",
       "\n",
       "_C10: ShipmentAmount_Douala_Port_of_Salalah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Salalah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Salalah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Salalah >= 9011142.486\n",
       "\n",
       "_C11: ShipmentAmount_Douala_Port_of_Gaza\n",
       " + ShipmentAmount_Penang_Port_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Gaza\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Gaza\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Gaza >= 681476.5144\n",
       "\n",
       "_C12: ShipmentAmount_Douala_Port_of_Doha\n",
       " + ShipmentAmount_Penang_Port_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Doha\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Doha\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Doha\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Doha >= 3326651.258\n",
       "\n",
       "_C13: ShipmentAmount_Douala_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz >= 15310364.13\n",
       "\n",
       "_C14: ShipmentAmount_Douala_Port_of_Jeddah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Jeddah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Jeddah >= 15310364.13\n",
       "\n",
       "_C15: ShipmentAmount_Douala_Port_of_Latakia\n",
       " + ShipmentAmount_Penang_Port_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Latakia\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Latakia\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Latakia >= 1813612.307\n",
       "\n",
       "_C16: ShipmentAmount_Douala_Port_of_Mersin\n",
       " + ShipmentAmount_Penang_Port_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Mersin\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Mersin\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Mersin >= 8008468.389\n",
       "\n",
       "_C17: ShipmentAmount_Douala_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Penang_Port_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali >= 29640988.61\n",
       "\n",
       "_C18: ShipmentAmount_Douala_Port_of_Hodeidah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Hodeidah >= 966552.7839\n",
       "\n",
       "VARIABLES\n",
       "ShipmentAmount_Douala_Larnaca_Port Continuous\n",
       "ShipmentAmount_Douala_Mina_Salman Continuous\n",
       "ShipmentAmount_Douala_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Douala_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Douala_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Douala_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Douala_Port_of_Doha Continuous\n",
       "ShipmentAmount_Douala_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Douala_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Douala_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Douala_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Douala_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Douala_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Douala_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Douala_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Douala_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Douala_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Douala_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Penang_Port_Larnaca_Port Continuous\n",
       "ShipmentAmount_Penang_Port_Mina_Salman Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Doha Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manila_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Manila_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Santos_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Santos_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Larnaca_Port Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Mina_Salman Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Doha Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Sihanoukville_Larnaca_Port Continuous\n",
       "ShipmentAmount_Sihanoukville_Mina_Salman Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Doha Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr Continuous"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Constraints\n",
    "for j in plant_locations:\n",
    "    prob += sum(X[i][j] for i in supply_points) >= rubber_demand[j]\n",
    "    \n",
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Transportation:\n",
       "MINIMIZE\n",
       "5268*ShipmentAmount_Douala_Larnaca_Port + 8271.0*ShipmentAmount_Douala_Mina_Salman + 5873.0*ShipmentAmount_Douala_Port_of_Alexandria + 6349.0*ShipmentAmount_Douala_Port_of_Aqaba + 7961.0*ShipmentAmount_Douala_Port_of_Bandar_Abbas + 5969.0*ShipmentAmount_Douala_Port_of_Beirut + 8498.0*ShipmentAmount_Douala_Port_of_Doha + 5413.0*ShipmentAmount_Douala_Port_of_Gaza + 6011.0*ShipmentAmount_Douala_Port_of_Haifa + 7233.0*ShipmentAmount_Douala_Port_of_Hodeidah + 8017.0*ShipmentAmount_Douala_Port_of_Jebel_Ali + 6775.0*ShipmentAmount_Douala_Port_of_Jeddah + 8325.0*ShipmentAmount_Douala_Port_of_King_Abdul_Aziz + 5897.0*ShipmentAmount_Douala_Port_of_Latakia + 9537.0*ShipmentAmount_Douala_Port_of_Mersin + 7018.0*ShipmentAmount_Douala_Port_of_Salalah + 8498.0*ShipmentAmount_Douala_Port_of_Shuwaikh + 8542.0*ShipmentAmount_Douala_Port_of_Umm_Qasr + 5369*ShipmentAmount_Penang_Port_Larnaca_Port + 3856.0*ShipmentAmount_Penang_Port_Mina_Salman + 5340.0*ShipmentAmount_Penang_Port_Port_of_Alexandria + 4886.0*ShipmentAmount_Penang_Port_Port_of_Aqaba + 3532.0*ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas + 5359.0*ShipmentAmount_Penang_Port_Port_of_Beirut + 3788.0*ShipmentAmount_Penang_Port_Port_of_Doha + 5210.0*ShipmentAmount_Penang_Port_Port_of_Gaza + 5310.0*ShipmentAmount_Penang_Port_Port_of_Haifa + 3777.0*ShipmentAmount_Penang_Port_Port_of_Hodeidah + 3601.0*ShipmentAmount_Penang_Port_Port_of_Jebel_Ali + 4315.0*ShipmentAmount_Penang_Port_Port_of_Jeddah + 3896.0*ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz + 5525.0*ShipmentAmount_Penang_Port_Port_of_Latakia + 5520.0*ShipmentAmount_Penang_Port_Port_of_Mersin + 3245.0*ShipmentAmount_Penang_Port_Port_of_Salalah + 4069.0*ShipmentAmount_Penang_Port_Port_of_Shuwaikh + 4113.0*ShipmentAmount_Penang_Port_Port_of_Umm_Qasr + 4536*ShipmentAmount_Port_of_Abidjan_Larnaca_Port + 8823.0*ShipmentAmount_Port_of_Abidjan_Mina_Salman + 5073.0*ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria + 5549.0*ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba + 8512.0*ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas + 5050.0*ShipmentAmount_Port_of_Abidjan_Port_of_Beirut + 9049.0*ShipmentAmount_Port_of_Abidjan_Port_of_Doha + 4594.0*ShipmentAmount_Port_of_Abidjan_Port_of_Gaza + 5211.0*ShipmentAmount_Port_of_Abidjan_Port_of_Haifa + 6514.0*ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah + 8568.0*ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali + 5975.0*ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah + 8877.0*ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz + 5097.0*ShipmentAmount_Port_of_Abidjan_Port_of_Latakia + 5072.0*ShipmentAmount_Port_of_Abidjan_Port_of_Mersin + 7569.0*ShipmentAmount_Port_of_Abidjan_Port_of_Salalah + 9049.0*ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh + 9093.0*ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr + 6461*ShipmentAmount_Port_of_Bangkok_Larnaca_Port + 5102.0*ShipmentAmount_Port_of_Bangkok_Mina_Salman + 6585.0*ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria + 6132.0*ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba + 4778.0*ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas + 6605.0*ShipmentAmount_Port_of_Bangkok_Port_of_Beirut + 5034.0*ShipmentAmount_Port_of_Bangkok_Port_of_Doha + 6341.0*ShipmentAmount_Port_of_Bangkok_Port_of_Gaza + 6556.0*ShipmentAmount_Port_of_Bangkok_Port_of_Haifa + 5022.0*ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah + 4847.0*ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali + 5561.0*ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah + 5142.0*ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz + 6770.0*ShipmentAmount_Port_of_Bangkok_Port_of_Latakia + 6766.0*ShipmentAmount_Port_of_Bangkok_Port_of_Mersin + 4490.0*ShipmentAmount_Port_of_Bangkok_Port_of_Salalah + 5315.0*ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh + 5359.0*ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr + 3363*ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port + 1589.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman + 3540.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria + 3086.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba + 1265.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas + 3560.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut + 1522.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha + 3243.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza + 3510.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa + 1977.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah + 1335.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali + 2515.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah + 1630.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz + 3725.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia + 3720.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin + 1143.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah + 1802.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh + 1847.0*ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr + 4994*ShipmentAmount_Port_of_Lagos_Larnaca_Port + 8570.0*ShipmentAmount_Port_of_Lagos_Mina_Salman + 5524.0*ShipmentAmount_Port_of_Lagos_Port_of_Alexandria + 6000.0*ShipmentAmount_Port_of_Lagos_Port_of_Aqaba + 8260.0*ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas + 5620.0*ShipmentAmount_Port_of_Lagos_Port_of_Beirut + 8797.0*ShipmentAmount_Port_of_Lagos_Port_of_Doha + 5052.0*ShipmentAmount_Port_of_Lagos_Port_of_Gaza + 5662.0*ShipmentAmount_Port_of_Lagos_Port_of_Haifa + 6965.0*ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah + 8316.0*ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali + 6426.0*ShipmentAmount_Port_of_Lagos_Port_of_Jeddah + 8624.0*ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz + 5548.0*ShipmentAmount_Port_of_Lagos_Port_of_Latakia + 5523.0*ShipmentAmount_Port_of_Lagos_Port_of_Mersin + 7317.0*ShipmentAmount_Port_of_Lagos_Port_of_Salalah + 8797.0*ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh + 8841.0*ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr + 6954*ShipmentAmount_Port_of_Manila_Larnaca_Port + 5794.0*ShipmentAmount_Port_of_Manila_Mina_Salman + 7278.0*ShipmentAmount_Port_of_Manila_Port_of_Alexandria + 6824.0*ShipmentAmount_Port_of_Manila_Port_of_Aqaba + 5470.0*ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas + 7297.0*ShipmentAmount_Port_of_Manila_Port_of_Beirut + 6007.0*ShipmentAmount_Port_of_Manila_Port_of_Doha + 6834.0*ShipmentAmount_Port_of_Manila_Port_of_Gaza + 7248.0*ShipmentAmount_Port_of_Manila_Port_of_Haifa + 5714.0*ShipmentAmount_Port_of_Manila_Port_of_Hodeidah + 5539.0*ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali + 6253.0*ShipmentAmount_Port_of_Manila_Port_of_Jeddah + 5834.0*ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz + 7462.0*ShipmentAmount_Port_of_Manila_Port_of_Latakia + 7458.0*ShipmentAmount_Port_of_Manila_Port_of_Mersin + 5182.0*ShipmentAmount_Port_of_Manila_Port_of_Salalah + 6007.0*ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh + 6051.0*ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr + 8018*ShipmentAmount_Port_of_Manzanillo_Larnaca_Port + 13061.0*ShipmentAmount_Port_of_Manzanillo_Mina_Salman + 9534.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria + 10011.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba + 12745.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas + 9631.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut + 12977.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Doha + 8088.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza + 9673.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa + 10974.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah + 12790.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali + 10419.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah + 13099.0*ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz + 9541.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia + 9516.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin + 11791.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah + 13286.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh + 13332.0*ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr + 4081*ShipmentAmount_Port_of_Monrovia_Larnaca_Port + 8206.0*ShipmentAmount_Port_of_Monrovia_Mina_Salman + 4678.0*ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria + 5154.0*ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba + 7895.0*ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas + 4774.0*ShipmentAmount_Port_of_Monrovia_Port_of_Beirut + 8432.0*ShipmentAmount_Port_of_Monrovia_Port_of_Doha + 4138.0*ShipmentAmount_Port_of_Monrovia_Port_of_Gaza + 4816.0*ShipmentAmount_Port_of_Monrovia_Port_of_Haifa + 6119.0*ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah + 7951.0*ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali + 5580.0*ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah + 8259.0*ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz + 4702.0*ShipmentAmount_Port_of_Monrovia_Port_of_Latakia + 4677.0*ShipmentAmount_Port_of_Monrovia_Port_of_Mersin + 6952.0*ShipmentAmount_Port_of_Monrovia_Port_of_Salalah + 8432.0*ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh + 8477.0*ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr + 6503*ShipmentAmount_Port_of_Saigon_Larnaca_Port + 4964.0*ShipmentAmount_Port_of_Saigon_Mina_Salman + 6448.0*ShipmentAmount_Port_of_Saigon_Port_of_Alexandria + 5994.0*ShipmentAmount_Port_of_Saigon_Port_of_Aqaba + 4640.0*ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas + 6467.0*ShipmentAmount_Port_of_Saigon_Port_of_Beirut + 4896.0*ShipmentAmount_Port_of_Saigon_Port_of_Doha + 6368.0*ShipmentAmount_Port_of_Saigon_Port_of_Gaza + 6418.0*ShipmentAmount_Port_of_Saigon_Port_of_Haifa + 4884.0*ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah + 4709.0*ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali + 5423.0*ShipmentAmount_Port_of_Saigon_Port_of_Jeddah + 5004.0*ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz + 6633.0*ShipmentAmount_Port_of_Saigon_Port_of_Latakia + 6628.0*ShipmentAmount_Port_of_Saigon_Port_of_Mersin + 4353.0*ShipmentAmount_Port_of_Saigon_Port_of_Salalah + 5177.0*ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh + 5221.0*ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr + 6302*ShipmentAmount_Port_of_Santos_Larnaca_Port + 9662.0*ShipmentAmount_Port_of_Santos_Mina_Salman + 7529.0*ShipmentAmount_Port_of_Santos_Port_of_Alexandria + 8005.0*ShipmentAmount_Port_of_Santos_Port_of_Aqaba + 9351.0*ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas + 7626.0*ShipmentAmount_Port_of_Santos_Port_of_Beirut + 9594.0*ShipmentAmount_Port_of_Santos_Port_of_Doha + 6360.0*ShipmentAmount_Port_of_Santos_Port_of_Gaza + 7667.0*ShipmentAmount_Port_of_Santos_Port_of_Haifa + 8624.0*ShipmentAmount_Port_of_Santos_Port_of_Hodeidah + 9407.0*ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali + 8432.0*ShipmentAmount_Port_of_Santos_Port_of_Jeddah + 9716.0*ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz + 7553.0*ShipmentAmount_Port_of_Santos_Port_of_Latakia + 7528.0*ShipmentAmount_Port_of_Santos_Port_of_Mersin + 8408.0*ShipmentAmount_Port_of_Santos_Port_of_Salalah + 9888.0*ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh + 9933.0*ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr + 7780*ShipmentAmount_Port_of_Shanghai_Larnaca_Port + 6882.0*ShipmentAmount_Port_of_Shanghai_Mina_Salman + 8365.0*ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria + 7912.0*ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba + 6557.0*ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas + 8385.0*ShipmentAmount_Port_of_Shanghai_Port_of_Beirut + 6814.0*ShipmentAmount_Port_of_Shanghai_Port_of_Doha + 7660.0*ShipmentAmount_Port_of_Shanghai_Port_of_Gaza + 8336.0*ShipmentAmount_Port_of_Shanghai_Port_of_Haifa + 6802.0*ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah + 6627.0*ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali + 7341.0*ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah + 6922.0*ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz + 8550.0*ShipmentAmount_Port_of_Shanghai_Port_of_Latakia + 8546.0*ShipmentAmount_Port_of_Shanghai_Port_of_Mersin + 6270.0*ShipmentAmount_Port_of_Shanghai_Port_of_Salalah + 7094.0*ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh + 7139.0*ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr + 5934*ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port + 4660.0*ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman + 6030.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria + 5576.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba + 4336.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas + 6049.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut + 4592.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha + 5814.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza + 6000.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa + 4466.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah + 4405.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali + 5005.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah + 4700.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz + 6215.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia + 6210.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin + 4050.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah + 4873.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh + 4917.0*ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr + 5335*ShipmentAmount_Port_of_Yangon_Larnaca_Port + 3942.0*ShipmentAmount_Port_of_Yangon_Mina_Salman + 5464.0*ShipmentAmount_Port_of_Yangon_Port_of_Alexandria + 5010.0*ShipmentAmount_Port_of_Yangon_Port_of_Aqaba + 3618.0*ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas + 5483.0*ShipmentAmount_Port_of_Yangon_Port_of_Beirut + 4155.0*ShipmentAmount_Port_of_Yangon_Port_of_Doha + 5215.2*ShipmentAmount_Port_of_Yangon_Port_of_Gaza + 5434.0*ShipmentAmount_Port_of_Yangon_Port_of_Haifa + 3900.0*ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah + 3687.0*ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali + 4439.0*ShipmentAmount_Port_of_Yangon_Port_of_Jeddah + 3982.0*ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz + 5649.0*ShipmentAmount_Port_of_Yangon_Port_of_Latakia + 5644.0*ShipmentAmount_Port_of_Yangon_Port_of_Mersin + 3331.0*ShipmentAmount_Port_of_Yangon_Port_of_Salalah + 4155.0*ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh + 4199.0*ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr + 4111*ShipmentAmount_Port_of__Colombo_Larnaca_Port + 2531.0*ShipmentAmount_Port_of__Colombo_Mina_Salman + 4039.0*ShipmentAmount_Port_of__Colombo_Port_of_Alexandria + 3586.0*ShipmentAmount_Port_of__Colombo_Port_of_Aqaba + 2207.0*ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas + 4059.0*ShipmentAmount_Port_of__Colombo_Port_of_Beirut + 2464.0*ShipmentAmount_Port_of__Colombo_Port_of_Doha + 3991.0*ShipmentAmount_Port_of__Colombo_Port_of_Gaza + 4010.0*ShipmentAmount_Port_of__Colombo_Port_of_Haifa + 2476.0*ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah + 2276.0*ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali + 3015.0*ShipmentAmount_Port_of__Colombo_Port_of_Jeddah + 2572.0*ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz + 4224.0*ShipmentAmount_Port_of__Colombo_Port_of_Latakia + 4220.0*ShipmentAmount_Port_of__Colombo_Port_of_Mersin + 1920.0*ShipmentAmount_Port_of__Colombo_Port_of_Salalah + 2744.0*ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh + 2788.0*ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr + 8758*ShipmentAmount_Puerto_Quetzal_Larnaca_Port + 12209.0*ShipmentAmount_Puerto_Quetzal_Mina_Salman + 8682.0*ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria + 9158.0*ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba + 11893.0*ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas + 8779.0*ShipmentAmount_Puerto_Quetzal_Port_of_Beirut + 12317.0*ShipmentAmount_Puerto_Quetzal_Port_of_Doha + 8500.0*ShipmentAmount_Puerto_Quetzal_Port_of_Gaza + 8820.0*ShipmentAmount_Puerto_Quetzal_Port_of_Haifa + 10122.0*ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah + 11949.0*ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali + 9583.0*ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah + 12259.0*ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz + 8706.0*ShipmentAmount_Puerto_Quetzal_Port_of_Latakia + 8681.0*ShipmentAmount_Puerto_Quetzal_Port_of_Mersin + 10937.0*ShipmentAmount_Puerto_Quetzal_Port_of_Salalah + 12433.0*ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh + 12480.0*ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr + 6246*ShipmentAmount_Sihanoukville_Larnaca_Port + 4867.0*ShipmentAmount_Sihanoukville_Mina_Salman + 6351.0*ShipmentAmount_Sihanoukville_Port_of_Alexandria + 5897.0*ShipmentAmount_Sihanoukville_Port_of_Aqaba + 4543.0*ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas + 6371.0*ShipmentAmount_Sihanoukville_Port_of_Beirut + 4800.0*ShipmentAmount_Sihanoukville_Port_of_Doha + 6126.0*ShipmentAmount_Sihanoukville_Port_of_Gaza + 6321.0*ShipmentAmount_Sihanoukville_Port_of_Haifa + 4788.0*ShipmentAmount_Sihanoukville_Port_of_Hodeidah + 4613.0*ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali + 5326.0*ShipmentAmount_Sihanoukville_Port_of_Jeddah + 4908.0*ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz + 6536.0*ShipmentAmount_Sihanoukville_Port_of_Latakia + 6531.0*ShipmentAmount_Sihanoukville_Port_of_Mersin + 4256.0*ShipmentAmount_Sihanoukville_Port_of_Salalah + 5080.0*ShipmentAmount_Sihanoukville_Port_of_Shuwaikh + 5125.0*ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr + 0.0\n",
       "SUBJECT TO\n",
       "_C1: ShipmentAmount_Douala_Mina_Salman\n",
       " + ShipmentAmount_Penang_Port_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Abidjan_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Bangkok_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Lagos_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Manila_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Manzanillo_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Monrovia_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Saigon_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Santos_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Shanghai_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Yangon_Mina_Salman\n",
       " + ShipmentAmount_Port_of__Colombo_Mina_Salman\n",
       " + ShipmentAmount_Puerto_Quetzal_Mina_Salman\n",
       " + ShipmentAmount_Sihanoukville_Mina_Salman >= 3175604.427\n",
       "\n",
       "_C2: ShipmentAmount_Douala_Larnaca_Port\n",
       " + ShipmentAmount_Penang_Port_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Abidjan_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Bangkok_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Lagos_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Manila_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Manzanillo_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Monrovia_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Saigon_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Santos_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Shanghai_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Yangon_Larnaca_Port\n",
       " + ShipmentAmount_Port_of__Colombo_Larnaca_Port\n",
       " + ShipmentAmount_Puerto_Quetzal_Larnaca_Port\n",
       " + ShipmentAmount_Sihanoukville_Larnaca_Port >= 1212702.577\n",
       "\n",
       "_C3: ShipmentAmount_Douala_Port_of_Alexandria\n",
       " + ShipmentAmount_Penang_Port_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Alexandria\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Alexandria >= 13196038.8\n",
       "\n",
       "_C4: ShipmentAmount_Douala_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas >= 9055154.837\n",
       "\n",
       "_C5: ShipmentAmount_Douala_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Penang_Port_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr >= 12992811.2\n",
       "\n",
       "_C6: ShipmentAmount_Douala_Port_of_Haifa\n",
       " + ShipmentAmount_Penang_Port_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Haifa\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Haifa\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Haifa >= 13144959.2\n",
       "\n",
       "_C7: ShipmentAmount_Douala_Port_of_Aqaba\n",
       " + ShipmentAmount_Penang_Port_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Aqaba\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Aqaba >= 6451820.854\n",
       "\n",
       "_C8: ShipmentAmount_Douala_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Penang_Port_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Shuwaikh >= 7980350.675\n",
       "\n",
       "_C9: ShipmentAmount_Douala_Port_of_Beirut\n",
       " + ShipmentAmount_Penang_Port_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Beirut\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Beirut\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Beirut >= 2991395.587\n",
       "\n",
       "_C10: ShipmentAmount_Douala_Port_of_Salalah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Salalah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Salalah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Salalah >= 9011142.486\n",
       "\n",
       "_C11: ShipmentAmount_Douala_Port_of_Gaza\n",
       " + ShipmentAmount_Penang_Port_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Gaza\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Gaza\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Gaza >= 681476.5144\n",
       "\n",
       "_C12: ShipmentAmount_Douala_Port_of_Doha\n",
       " + ShipmentAmount_Penang_Port_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Doha\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Doha\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Doha\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Doha >= 3326651.258\n",
       "\n",
       "_C13: ShipmentAmount_Douala_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz >= 15310364.13\n",
       "\n",
       "_C14: ShipmentAmount_Douala_Port_of_Jeddah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Jeddah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Jeddah >= 15310364.13\n",
       "\n",
       "_C15: ShipmentAmount_Douala_Port_of_Latakia\n",
       " + ShipmentAmount_Penang_Port_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Latakia\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Latakia\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Latakia >= 1813612.307\n",
       "\n",
       "_C16: ShipmentAmount_Douala_Port_of_Mersin\n",
       " + ShipmentAmount_Penang_Port_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Mersin\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Mersin\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Mersin >= 8008468.389\n",
       "\n",
       "_C17: ShipmentAmount_Douala_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Penang_Port_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali >= 29640988.61\n",
       "\n",
       "_C18: ShipmentAmount_Douala_Port_of_Hodeidah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Hodeidah >= 966552.7839\n",
       "\n",
       "_C19: ShipmentAmount_Port_of_Santos_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Santos_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr = 1258648.39\n",
       "\n",
       "_C20: ShipmentAmount_Sihanoukville_Larnaca_Port\n",
       " + ShipmentAmount_Sihanoukville_Mina_Salman\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Alexandria\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Aqaba\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Beirut\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Doha\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Gaza\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Haifa\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Hodeidah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Jeddah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Latakia\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Mersin\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Salalah\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr = 8234049.751\n",
       "\n",
       "_C21: ShipmentAmount_Douala_Larnaca_Port + ShipmentAmount_Douala_Mina_Salman\n",
       " + ShipmentAmount_Douala_Port_of_Alexandria\n",
       " + ShipmentAmount_Douala_Port_of_Aqaba\n",
       " + ShipmentAmount_Douala_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Douala_Port_of_Beirut + ShipmentAmount_Douala_Port_of_Doha\n",
       " + ShipmentAmount_Douala_Port_of_Gaza + ShipmentAmount_Douala_Port_of_Haifa\n",
       " + ShipmentAmount_Douala_Port_of_Hodeidah\n",
       " + ShipmentAmount_Douala_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Douala_Port_of_Jeddah\n",
       " + ShipmentAmount_Douala_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Douala_Port_of_Latakia\n",
       " + ShipmentAmount_Douala_Port_of_Mersin\n",
       " + ShipmentAmount_Douala_Port_of_Salalah\n",
       " + ShipmentAmount_Douala_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Douala_Port_of_Umm_Qasr = 217343.906\n",
       "\n",
       "_C22: ShipmentAmount_Port_of_Shanghai_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Shanghai_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr = 8784079.796\n",
       "\n",
       "_C23: ShipmentAmount_Puerto_Quetzal_Larnaca_Port\n",
       " + ShipmentAmount_Puerto_Quetzal_Mina_Salman\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Beirut\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Doha\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Gaza\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Haifa\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Latakia\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Mersin\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Salalah\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr = 3935392.545\n",
       "\n",
       "_C24: ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr = 6522791.157\n",
       "\n",
       "_C25: ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr = 34239646.03\n",
       "\n",
       "_C26: ShipmentAmount_Port_of_Abidjan_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Abidjan_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr = 3411326.143\n",
       "\n",
       "_C27: ShipmentAmount_Port_of_Monrovia_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Monrovia_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr = 603911.128\n",
       "\n",
       "_C28: ShipmentAmount_Penang_Port_Larnaca_Port\n",
       " + ShipmentAmount_Penang_Port_Mina_Salman\n",
       " + ShipmentAmount_Penang_Port_Port_of_Alexandria\n",
       " + ShipmentAmount_Penang_Port_Port_of_Aqaba\n",
       " + ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Penang_Port_Port_of_Beirut\n",
       " + ShipmentAmount_Penang_Port_Port_of_Doha\n",
       " + ShipmentAmount_Penang_Port_Port_of_Gaza\n",
       " + ShipmentAmount_Penang_Port_Port_of_Haifa\n",
       " + ShipmentAmount_Penang_Port_Port_of_Hodeidah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Penang_Port_Port_of_Jeddah\n",
       " + ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Penang_Port_Port_of_Latakia\n",
       " + ShipmentAmount_Penang_Port_Port_of_Mersin\n",
       " + ShipmentAmount_Penang_Port_Port_of_Salalah\n",
       " + ShipmentAmount_Penang_Port_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Penang_Port_Port_of_Umm_Qasr = 5312726.19\n",
       "\n",
       "_C29: ShipmentAmount_Port_of_Manzanillo_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Manzanillo_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr = 330881.7674\n",
       "\n",
       "_C30: ShipmentAmount_Port_of_Yangon_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Yangon_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr = 1946363.338\n",
       "\n",
       "_C31: ShipmentAmount_Port_of_Lagos_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Lagos_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr = 1386711.042\n",
       "\n",
       "_C32: ShipmentAmount_Port_of_Manila_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Manila_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr = 2541650.195\n",
       "\n",
       "_C33: ShipmentAmount_Port_of__Colombo_Larnaca_Port\n",
       " + ShipmentAmount_Port_of__Colombo_Mina_Salman\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Doha\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr = 741564.4317\n",
       "\n",
       "_C34: ShipmentAmount_Port_of_Bangkok_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Bangkok_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr = 49185954.98\n",
       "\n",
       "_C35: ShipmentAmount_Port_of_Saigon_Larnaca_Port\n",
       " + ShipmentAmount_Port_of_Saigon_Mina_Salman\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Alexandria\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Aqaba\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Beirut\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Doha\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Gaza\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Haifa\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Jeddah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Latakia\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Mersin\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Salalah\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh\n",
       " + ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr = 25617418.08\n",
       "\n",
       "VARIABLES\n",
       "ShipmentAmount_Douala_Larnaca_Port Continuous\n",
       "ShipmentAmount_Douala_Mina_Salman Continuous\n",
       "ShipmentAmount_Douala_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Douala_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Douala_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Douala_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Douala_Port_of_Doha Continuous\n",
       "ShipmentAmount_Douala_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Douala_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Douala_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Douala_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Douala_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Douala_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Douala_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Douala_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Douala_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Douala_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Douala_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Penang_Port_Larnaca_Port Continuous\n",
       "ShipmentAmount_Penang_Port_Mina_Salman Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Doha Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Penang_Port_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Abidjan_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Bangkok_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Lagos_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manila_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Manila_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manila_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Manzanillo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Monrovia_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Santos_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Santos_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Santos_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Shanghai_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of_Yangon_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Larnaca_Port Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Mina_Salman Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Doha Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Port_of__Colombo_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Larnaca_Port Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Mina_Salman Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Doha Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Puerto_Quetzal_Port_of_Umm_Qasr Continuous\n",
       "ShipmentAmount_Sihanoukville_Larnaca_Port Continuous\n",
       "ShipmentAmount_Sihanoukville_Mina_Salman Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Alexandria Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Aqaba Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Beirut Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Doha Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Gaza Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Haifa Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Hodeidah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Jebel_Ali Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Jeddah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_King_Abdul_Aziz Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Latakia Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Mersin Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Salalah Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Shuwaikh Continuous\n",
       "ShipmentAmount_Sihanoukville_Port_of_Umm_Qasr Continuous"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Constraints\n",
    "for i in supply_points:\n",
    "    prob += sum(X[i][j] for j in plant_locations) == rubber_supply[i]\n",
    "prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Status: Optimal\n",
      "ShipmentAmount_Douala_Port_of_Latakia = 217343.91\n",
      "ShipmentAmount_Penang_Port_Port_of_Doha = 3326651.3\n",
      "ShipmentAmount_Penang_Port_Port_of_Jebel_Ali = 1986074.9\n",
      "ShipmentAmount_Port_of_Abidjan_Port_of_Mersin = 3411326.1\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_Alexandria = 13196039.0\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_Hodeidah = 858720.26\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_Jebel_Ali = 10542293.0\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_King_Abdul_Aziz = 15310364.0\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_Latakia = 267395.93\n",
      "ShipmentAmount_Port_of_Bangkok_Port_of_Salalah = 9011142.6\n",
      "ShipmentAmount_Port_of_Jawaharlal_Nehru_Mina_Salman = 2434040.0\n",
      "ShipmentAmount_Port_of_Jawaharlal_Nehru_Port_of_Shuwaikh = 4088751.2\n",
      "ShipmentAmount_Port_of_Lagos_Port_of_Mersin = 1386711.0\n",
      "ShipmentAmount_Port_of_Manila_Port_of_Jebel_Ali = 2541650.2\n",
      "ShipmentAmount_Port_of_Manzanillo_Larnaca_Port = 330881.77\n",
      "ShipmentAmount_Port_of_Monrovia_Port_of_Mersin = 603911.13\n",
      "ShipmentAmount_Port_of_Saigon_Port_of_Jebel_Ali = 12624607.0\n",
      "ShipmentAmount_Port_of_Saigon_Port_of_Umm_Qasr = 12992811.0\n",
      "ShipmentAmount_Port_of_Santos_Larnaca_Port = 881820.81\n",
      "ShipmentAmount_Port_of_Santos_Port_of_Gaza = 376827.58\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Bandar_Abbas = 4587831.3\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Gaza = 304648.93\n",
      "ShipmentAmount_Port_of_Shanghai_Port_of_Shuwaikh = 3891599.5\n",
      "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Aqaba = 2685094.6\n",
      "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Beirut = 2991395.6\n",
      "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Haifa = 13144959.0\n",
      "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Hodeidah = 107832.52\n",
      "ShipmentAmount_Port_of_Tanjung_Priok_Port_of_Jeddah = 15310364.0\n",
      "ShipmentAmount_Port_of_Yangon_Port_of_Jebel_Ali = 1946363.3\n",
      "ShipmentAmount_Port_of__Colombo_Mina_Salman = 741564.43\n",
      "ShipmentAmount_Puerto_Quetzal_Port_of_Latakia = 1328872.5\n",
      "ShipmentAmount_Puerto_Quetzal_Port_of_Mersin = 2606520.1\n",
      "ShipmentAmount_Sihanoukville_Port_of_Aqaba = 3766726.3\n",
      "ShipmentAmount_Sihanoukville_Port_of_Bandar_Abbas = 4467323.5\n",
      "Total kilogram_miles = 810155670566.4299\n"
     ]
    }
   ],
   "source": [
    "prob.solve()\n",
    "\n",
    "print(\"Status:\", LpStatus[prob.status])\n",
    "\n",
    "for v in prob.variables():\n",
    "    if v.varValue > 0:\n",
    "        print(v.name, \"=\", v.varValue)\n",
    "\n",
    "print(\"Total kilogram_miles =\", value(prob.objective))\n"
   ]
  }
 ],
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